Developer Tools
4,139 servers · Git, code review, SDKs, CI, terminals — tooling that helps developers build
High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds. 158 languages, sub-ms queries, 99% fewer tokens. Single static binary, zero dependencies.
This open-source curriculum introduces the fundamentals of Model Context Protocol (MCP) through real-world, cross-language examples in .NET, Java, TypeScript, JavaScript, Rust and Python. Designed for developers, it focuses on practical techniques for building modular, scalable, and secure AI workflows from session setup to service orchestration.
Unity MCP acts as a bridge between AI assistants and your Unity Editor. Give your LLM tools to manage assets, control scenes, edit scripts, and automate tasks within Unity.
The fullstack MCP framework to develop MCP Apps for ChatGPT / Claude & MCP Servers for AI Agents.
Open-source All in One AI agent workspace. Run any agent — Claude Code, Codex — across your tools (100+ integrations + MCP), apps, browser, and files, with shared memory. Built-in models or BYOK.
Build effective agents using Model Context Protocol and simple workflow patterns
🔥 Official Firecrawl MCP Server - Adds powerful web scraping and search to Cursor, Claude and any other LLM clients.
TalkToFigma: MCP integration between AI Agent (Cursor, Claude Code, Codex) and Figma, allowing Agentic AI to communicate with Figma for reading designs and modifying them programmatically.
A Model Context Protocol (MCP) server and CLI that provides tools for agent use when working on iOS and macOS projects.
Fast and Accurate Code Search for Agents. Uses 99% fewer tokens than grep+read
It's like v0, but in your Cursor / Claude Code / Windsurf: search 10,000+ React/Tailwind components, generate new UI with AI, and publish your own — right from your editor. Magic MCP is now the 21st MCP; this package keeps old configs working. Setup: 21st.dev/mcp
⚡️next-generation personal AI assistant powered by LLM, RAG and agent loops, supporting computer-use, browser-use and coding agent, demo: https://demo.openagentai.org
5ire is a cross-platform desktop AI assistant, MCP client. It compatible with major service providers, supports local knowledge base and tools via model context protocol servers .
Open-source auth gateway connecting 1000+ SaaS providers to AI agents through SDK, CLI, MCP, HTTP, and OpenAPI.
PostgreSQL ➕ REST, low-code, simplify and accelerate development, ⚡ instant, realtime, high-performance on any Postgres application, existing or new, MCP server
The go-to web for your AI coding agent — local-first search, fetch, crawl & research over MCP. No API keys, no cloud, $0/query. Public beta.
An AI Gateway, registry, and proxy that sits in front of any MCP, A2A, or REST/gRPC APIs, exposing a unified endpoint with centralized discovery, guardrails and management. Optimizes Agent & Tool calling, and supports plugins.
TradingView MCP server — real-time market data, technical analysis, screeners & backtesting for Claude, ChatGPT, Cursor & any MCP client. Stocks, crypto, forex & futures across global exchanges. Hosted or self-host.
AI Skills, MCP Tools, and CLI for Unity Engine. Full AI develop and test loop. Use cli for quick setup. Efficient token usage, advanced tools. Any C# method may be turned into a tool by a single line. Works with Claude Code, Gemini, Copilot, Cursor and any other absolutely for free.
Ghidra MCP Server — 200+ MCP tools for AI-powered reverse engineering. GUI plugin + headless server, lazy tool loading, convention enforcement, batch operations, Ghidra Server integration, and Docker deployment.
Open-source MCP server for LinkedIn. Give Claude and any MCP-compatible AI agent access to profiles, companies, jobs, and messages.
The missing open-source Kubernetes UI with a built-in MCP server for AI agents. See what's broken, why, and what changed. Issues, Topology, event timeline, Helm, GitOps, live service traffic, and cluster audits - all in one Go binary.
A Model Context Protocol server for converting almost anything to Markdown
MCP Aggregator, Orchestrator, Middleware, Gateway in one docker
Comprehensive resources on Generative AI, including a detailed roadmap, projects, use cases, interview preparation, and coding preparation.
Cut AI token costs 95%+ on code exploration. The leading MCP server for precise, symbol-level GitHub code retrieval via tree-sitter AST. Works with Claude Code, Cursor & any MCP client. 313B+ tokens saved.
The full-stack TypeScript framework to build, test, and deploy production-ready MCP servers and AI-native apps.
법제처 국가법령정보를 LLM에서 바로 조회하는 MCP 서버. 법령·판례·조례 검색과 인용 검증 | MCP server for Korean law — search statutes, precedents, and ordinances, and verify citations
MCP server that enables AI assistants to interact with Google Gemini CLI, leveraging Gemini's massive token window for large file analysis and codebase understanding
AssetOpsBench - Industry 4.0: A unified benchmark and framework for building, orchestrating, and evaluating domain-specific AI agents for Industry 4.0 asset operations and maintenance, with 460+ scenarios, 5 specialist agents (IoT, FMSR, TSFM, Work Order,...), and multi-agent orchestration blueprints (MetaAgent, AgentHive) over MCP.
The Enterprise Architecture Governance Harness — strategy, architecture, delivery, and assurance using AI coding assistants
ToolHive is an enterprise-grade platform for running and managing Model Context Protocol (MCP) servers.
Model Context Protocol (MCP) plugin to connect with Unity Editor — designed for Cursor, Claude Code, Codex, Windsurf and other IDEs
High-performance multi-data-source database client — ~30MB, AI & MCP ready, zero Electron bloat. | 高性能多数据源数据库客户端：约 30MB，AI 与 MCP 就绪，告别 Electron 膨胀。
NVIDIA AI Blueprint for video search and summarization (VSS) is a GPU-accelerated reference architecture for building video analytics agents with real-time verified alerts, visual Q&A, and automated reporting. The VSS Blueprint uses vision language models (VLMs) such as NVIDIA Cosmos, LLMs such as NVIDIA Nemotron, RAG, and NVIDIA NIMs.
An MCP client for Neovim that seamlessly integrates MCP servers into your editing workflow with an intuitive interface for managing, testing, and using MCP servers with your favorite chat plugins.
👾 Open Computer Use – Open-Source Alternative to Codex Computer Use
Supports GPT Image 2, Seedance & ComfyUI, with a 1,400+ prompt library, carefully crafted hooks and a multi-task orchestration system
A Go framework for building production agent systems with graph workflows, tools, memory, A2A, AG-UI, MCP, evaluation, and observability.
Open-source AI pentester that proves every finding. Machine oracles re-run each exploit; verified bugs ship a proof capsule you can replay yourself.
The only browser automation that bypasses anti-bot systems. AI writes network hooks, clones UIs pixel-perfect via simple chat.
DeepSeek Web browser extension: AI agent workspace with MCP tools, memory, Skills, automation, web search, and conversation export.
mcp-language-server gives MCP enabled clients access semantic tools like get definition, references, rename, and diagnostics.
🤖 Local-assist BOSS Zhipin CLI for AI agents — search, welfare filtering, shortlist, JSON-envelope output; low-risk & compliant by default.
🔌 Plug-and-play library to enable agents to call MCP and UTCP tools via code execution.
ADR secures enterprise AI agents through observability, security benchmarking, and threat detection. Deployed at Uber.
AI-powered OSINT agent with interactive REPL, MCP server, and CLI. 19 tools. Works with Claude, GPT-4, or local models. For authorized security research only.
MCP server for Apple Developer Documentation - Search iOS/macOS/SwiftUI/UIKit docs, WWDC videos, Swift/Objective-C APIs & code examples in Claude, Cursor & AI assistants
A Model Context Protocol (MCP) server that enables secure interaction with MySQL databases
Creates short videos for TikTok, Instagram Reels, and YouTube Shorts using the Model Context Protocol (MCP) and a REST API.
[Acquired by The Guild] The Grafbase GraphQL Federation Gateway
Arkon: Enterprise AI Knowledge Hub & MCP Server. Self-hosted knowledge base for teams to manage RAG contexts, access policies, and AI skills. Connect Claude and other LLMs via Model Context Protocol (MCP) for automated, secure organizational knowledge integration.
Open-source AI agent harness in native Rust — GUI, CLI, headless, and webapp from one binary. Multi-provider, MCP, skills, plugins, agent teams.
Meta Ads (Facebook/Instagram) MCP server for Claude, ChatGPT, Perplexity & Cursor — the Meta node of Pipeboard’s 5-platform family (+ Google, TikTok, Snap, Reddit). Hosted remote MCP, badged Meta Business Partner, free plan — no self-hosting required.
A desktop MCP client designed as a tool unitary utility integration, accelerating AI adoption through the Model Context Protocol (MCP) and enabling cross-vendor LLM API orchestration.
Production-grade MCP server giving Claude 27 security intelligence tools across 21 APIs — CVE lookup, EPSS scoring, CISA KEV, MITRE ATT&CK, Shodan, VirusTotal, and more.
🚀 MassGen is an open-source multi-agent scaling system that runs in your terminal, autonomously orchestrating frontier models and agents to collaborate, reason, and produce high-quality results. | Join us on Discord: discord.massgen.ai
Agent-native reverse-engineering lab with a 197-article knowledge base, MCP tools, and CTF/APK/PE automation workflows.
Multi-agent orchestration for AI coding CLIs — Claude Code, Kiro, Codex, and more, coordinated in isolated tmux sessions
MCP server for Google Ads, Meta Ads & GA4 — works with ChatGPT, Claude, Cursor, n8n, Windsurf & more. 250+ tools for campaign management, analytics & optimization.
MCP Server Framework and Tool Development library for building custom capabilities into agents.
Open-source, local-first desktop AI research workbench for scientific computing with Python/R, MCP bioinformatics tools, SSH/WSL/GPU runtimes, and OpenAI/Anthropic models.
A curated list of OpenClaw resources, tools, skills, tutorials & articles. OpenClaw (formerly Moltbot / Clawdbot) — open-source self-hosted AI agent for WhatsApp, Telegram, Discord & 50+ integrations.
Official remote MCP server for Atlassian. Securely connect Jira, Confluence, Jira Service Management, Bitbucket, and Compass to Claude, ChatGPT, Cursor, VS Code, and other AI tools using OAuth 2.1 or API tokens.
A middleware to provide an openAI compatible endpoint that can call MCP tools
A Model Context Protocol server for connecting Notion to MCP-compatible clients
A Model Context Protocol (MCP) server implementation for remote memory bank management, inspired by Cline Memory Bank.
Code research platform for AI agents; find, understand, and prove context across your code and all of GitHub, in a fraction of the tokens. One toolset, MCP or CLI
Open-source self-improving QA agent for software teams. A test harness with memory. Write tests in natural language for web and mobile. agent-qa learns from every run, adapts to UI changes, and catches regressions before you ship.
Give your AI agent eyes for PDFs — structured text, tables, OCR, visual evidence, and page-level citations via MCP. Native Rust, local-first.
Claude Code CLI integration for Unreal Engine 5.7 - Get AI coding assistance with built-in UE5.7 documentation context directly in the editor.
Community edition of RepoPrompt: a native macOS context engineering app for AI coding agents, with an MCP CLI.
Query, provision and operate Cloud, SaaS, API and Model Context Protocol (MCP) resources through a unified SQL-based framework for humans and AI agents.
Consequence firewall for machine actions. EMILIA Gate verifies exact authority before money, code, permissions, infrastructure, or regulated state changes; the open protocol makes the evidence independently verifiable.
Query MCP enables end-to-end management of Supabase via chat interface: read & write query executions, management API support, automatic migration versioning, access to logs and much more.
A comprehensive collection of Model Context Protocol (MCP) servers
Ultimate Context Engineering Infrastructure, starting from MCPs and Integrations
Harness the power of local LLMs with this TUI MCP Client for Ollama. Featuring all core MCP primitives (tools, prompts, resources), agent mode, multi-server, model switching, streaming responses, human-in-the-loop, thinking mode, model params config, system prompts, and saved preferences.
Clean, LLM-optimized Reddit MCP server. Browse posts, search content, analyze users. No fluff, just Reddit data.
Codebase intelligence for AI. Detects patterns & conventions + remembers decisions across sessions. MCP server for any IDE. Offline CLI.
A universal CLI client for MCP. mcpc supports persistent sessions, stdio/HTTP, OAuth 2.1, tasks, JSON output for code mode, proxy for AI sandboxes, x402, and more.
AINL helps turn AI from "a smart conversation" into "a structured worker." It is designed for teams building AI workflows that need multiple steps, state and memory, tool use, repeatable execution, validation and control, and lower dependence on long prompt loops. AINL is a compact, graph-canonical, AI-native programming system for (READ: README)
Local-first AI coding memory for AI agents. Records issues, attempts, fixes and decisions, then warns your agent before it repeats an approach that already failed. Native MCP server for Claude Code, Cursor, Antigravity and Codex. 100% local, no cloud, no telemetry. MIT.
One memory layer, every AI tool. Store anything once — recall it in Claude, ChatGPT, Cursor, or any MCP client. Self-hosted on Cloudflare's free tier.
A NestJS module to effortlessly create Model Context Protocol (MCP) servers for exposing AI tools, resources, and prompts.
Give your AI agents persistent, collective memory — with deduplicating absorb, supersession lineage, semantic search, and a graph UI. Speaks MCP.
Read, write, search, and surgically edit Obsidian vault notes, tags, and frontmatter via MCP. STDIO or Streamable HTTP.
Open-source cross-agent memory layer for coding agents via MCP. Compatible with Claude Code, Codex, Cursor, Windsurf, Gemini CLI, Antigravity, OpenClaw, Hermes Agent, Oh-my-Pi, Pi, Copilot, Kiro, OpenCode, and Trae.
A cyber brain for your AI. It never forgets a detail, remembers exactly what you said, and learns how you work over time. Free, local, works with Cursor, Claude Code, Codex, OpenClaw, Hermes and more. MIT.
Official python implementation of UTCP. UTCP is an open standard that lets AI agents call any API directly, without extra middleware.
🏆 Curated, ranked list of AI agent harnesses (100+) — plus an MCP server, llms.txt & JSON so agents can recommend them too. Rescored weekly.
Encrypted, fully offline agentic memory. One click install, GUI w/ memory map, all OS and agents. Superior memory creation, storage and retrieval.
Local-first, agent-native control plane for ComfyUI — MCP server + sidebar agent that generates images, video & audio, authors and runs workflows, and edits your live graph in natural language on ANY LLM (Claude, ChatGPT, Gemini, offline Ollama, or any hosted model). 178 tools, 36 AI skills, 55 installer packs. Local, LAN, VPS, or Comfy Cloud.
🧠 An adaptation of the MCP Sequential Thinking Server to guide tool usage. This server provides recommendations for which MCP tools would be most effective at each stage.
A secure* runtime for autonomous AI agents. Policy from plain-English constitutions. (*https://ironcurtain.dev)
162 MCP tools for AI-powered Godot 4 development. Scene, animation, 3D, physics, particles, audio, shader, input simulation, runtime analysis, navigation, testing & more. $15 one-time.
An implementation of Model Context Protocol (MCP) server for Argo CD.
MCP Server for Adobe After Effects. Enables remote control (compositions, text, shapes, solids, properties) via the Model Context Protocol using ExtendScript.
MCP server for Coolify — 42 optimized tools for managing self-hosted PaaS through AI assistants
AI assistant integration for n8n workflow automation through Model Context Protocol (MCP). Connect Claude Desktop, ChatGPT, and other AI assistants to n8n for natural language workflow management.
Automate real Microsoft Excel with AI via MCP Server or CLI — Power Query, DAX, VBA, PivotTables, charts, and 326 operations.
Agentify Desktop lets Codex/Claude/OpenCode control your logged-in ChatGPT, Claude, AiStudio, Gemini, Grok, Perplexity web sessions via MCP, parallel hidden/visible tabs, file upload + image download
Free, two-way Figma MCP server. Turn designs into framework-aware code, and push code back to the canvas. Works with Claude Code, Cursor, Codex, and any MCP client.
A centralized manager for Model Context Protocol (MCP) servers with dynamic server management and monitoring
MCP server SDK/example implemented entirely in bash — build a Model Context Protocol server with no runtime dependency beyond a POSIX shell.
Enable any LLM (e.g. Claude) to interactively debug any language for you via MCP and a VS Code Extension
A Model Context Protocol (MCP) server that enables AI agents and LLMs to query and analyze Prometheus metrics through standardized interfaces.
Local codebase intelligence CLI + MCP server for AI coding agents: SQLite code graph, 28 languages, 285 commands, 244 MCP tools, change-safety gates, audit evidence, zero API keys.
Vibe Check is a tool that provides mentor-like feedback to AI Agents, preventing tunnel-vision, over-engineering and reasoning lock-in for complex and long-horizon agent workflows. KISS your over-eager AI Agents goodbye! Effective for: Coding, Ambiguous Tasks, High-Risk tasks
The action firewall for AI agents. Enforce policy and human approval before risky tool calls, shell commands, workflows, and production changes, with auditable evidence.
Spec-driven, agentic workflow framework for AI coding agents. Turn a request into a verifiable goal loop — plan, act, verify — with durable specs and evidence in your repo. Works with Claude Code, Codex, Gemini, OpenCode, and plain CLI.
TeleMem is a high-performance drop-in replacement for Mem0, featuring semantic deduplication, long-term dialogue memory, and multimodal video reasoning.
Adobe Premiere Pro MCP. 282 tools for AI-driven video editing via MCP, for Codex, Claude, and other MCP clients.
토스증권을 AI 에이전트와 터미널에서 다루는 도구. CLI 와 MCP 서버로 계좌·시세·주문은 물론 웹앱 전용 기능(수급·AI 시그널·스크리너·배당)까지, JSON·CSV 구조화 출력으로 AI 도구·자동화에 바로 연동.
A Model Context Protocol (MCP) server for ATLAS, a Neo4j-powered task management system for LLM Agents - implementing a three-tier architecture (Projects, Tasks, Knowledge) to manage complex workflows. Now with Deep Research.
Gift your VS Code agent a real debugger: breakpoints, stepping, inspection.
Use MCP and OpenAPI to safely control Proxmox VE VMs, LXCs, backups, and snapshots from LLMs and AI agents.
Free, open-source SQL Server performance monitoring — 32 collectors, real-time alerts, graphical plan viewer, MCP server for AI analysis. Supports SQL 2016-2025, Azure SQL, AWS RDS.
⚡ The Complete X/Twitter Automation Toolkit — Scrapers, MCP server for AI agents (Claude/GPT), CLI, browser scripts. No API fees. Open source. Unfollow people who don't follow back. Monitor real-time analytics. Auto follow, like, comment, scrape, without API. Follow Bot. Like bot. Grow your account automatically.
High-performance Model Context Protocol (MCP) server for Obsidian that provides AI tools with direct vault access through semantic operations and HTTP transport.
MCP SSH Server: 37 tools for remote SSH management | Claude Code & OpenAI Codex | DevOps automation, backups, database operations, health monitoring
Devopness: AI DevOps on your cloud. Deploy apps, infra and CI/CD. Any cloud and any stack, one MCP. Deterministic API, opinionated and fully configurable. No cloud credentials in AI chats. Free plan.
Local-first personal agentic OS and everything app for coding, knowledge work, web design, automations, and artifacts.
A powerful Model Context Protocol (MCP) server providing comprehensive Google Maps API integration with LLM processing capabilities.
Harness-oriented agent system framework for production-grade LLM agent applications
A Model Context Protocol (MCP) server that provides tools for fetching and analyzing Reddit content.
🤖 Agentfy is a modular microservices architecture designed to process user requests and execute workflows across multiple social media platforms. ASK ONCE, LET THE AGENT DO THE REST!
MCP server for full Godot 4.x engine control: 157 tools for AI-driven game development (GDScript and C#/.NET). Tested with Godot 4.7.
Manage your Hevy workouts, routines, folders, and exercise templates. Create and update sessions faster, organize plans, and search exercises to build workouts quickly. Stay synced with changes so your training log is always up to date.
Groundhog's primary purpose is to teach people how Cursor and all these other coding agents work under the hood. If you understand how these coding assistants work from first principles, then you can drive these tools harder (or perhaps make your own!).
OKX trading MCP server — connect AI agents to spot, swap, futures, options & grid bots via the Model Context Protocol.
clawdcursor compiles whatever's on screen into one UI map — accessibility tree and OCR fused into stable, addressable elements, with a screenshot only when needed — then drives apps through reusable scripts, verifying every action and routing it through a single safety gate.
An open-source AI desktop companion inspired by Cyrene, combining immersive Chat, personalized long-term memory, and an agentic Work mode.
Network Sketcher is an AI-ready network design tool with Local MCP, Online, and Offline editions for creating network designs and exporting PowerPoint diagrams and Excel-based configuration data.
Model Context Protocol (MCP) Server for Graphlit Platform
Unity MCP Server — 268 tools for AI-assisted game development. Connect Claude, Cursor, or any MCP client to Unity Editor & Unity Hub. Scene management, GameObjects, components, builds, profiling, Shader Graph, Amplify, terrain, physics, NavMesh, animation, MPPM multiplayer & more. Free & open source by AnkleBreaker Studio.
MCPSharp is a .NET library that helps you build Model Context Protocol (MCP) servers and clients - the standardized API protocol used by AI assistants and models.
Model Context Protocol (MCP) server that enables AI assistants to securely interact with Odoo ERP systems through standardized resources and tools for data retrieval and manipulation.
Cross-Code Organizer (formerly Claude Code Organizer): cross-harness config dashboard for Claude Code, Codex CLI, MCP servers, skills, memories, agents, sessions, security scanning, context budget, and backups.
ServiceNow MCP server: 450+ tools and 26 AI capabilities for any AI (Claude, ChatGPT, Gemini, Cursor, Copilot). Multi-transport (stdio, SSE, HTTP), A2A, dynamic schema discovery, read-only by default. Free and source available. Part of the NowAIKit suite.
AI-powered E2E testing for 10 platforms. 253 MCP tools. Zero config. Works with Claude, Cursor, Windsurf, Copilot. Test Flutter, React Native, iOS, Android, Web, Electron, Tauri, KMP, .NET MAUI — all from natural language.
Model Context Protocol server for DeepSeek's advanced language models
💻 Give AI models complete control of your computer (probably a bad idea)
Reverse engineer anything with agents, from app behavior down to native binaries.
A server that integrates Linear's project management system with the Model Context Protocol (MCP) to allow LLMs to interact with Linear.
MCP Documentation Server - Bridge the AI Knowledge Gap. ✨ Features: Document management • Gemini integration • AI-powered semantic search • File uploads • Smart chunking • Multilingual support • Zero-setup 🎯 Perfect for: New frameworks • API docs • Internal guides
Wireshark for MCP. A transparent proxy that shows every real tool call between your AI client and your MCP servers, live in your terminal.
An MCP server that executes Python code in isolated rootless containers with optional MCP server proxying. Implementation of Anthropic's and Cloudflare's ideas for reducing MCP tool definitions context bloat.
A comprehensive Model Context Protocol (MCP) server implementing the latest specification.
DeepSeek Harness Desktop App: a local AI desktop workspace for DSH Sessions, projects, files, web research, plugins, and Office artifacts.
A Model Context Protocol (MCP) server that provides tools to query Erick Wendel's contributions across different platforms
A Model Context Protocol Server that allows you to interact with your MacOS Calendar through natural language.
Connect RStudio to Claude Code, Codex, Gemini, and other LLM agents via MCP. Multi-agent orchestration, automated manuscript auditing, and zero-config setup with uvx
Control and query Home Assistant from Claude and other LLMs — a Model Context Protocol (MCP) server.
Local-first persistent agentic memory powered by Recursive Memory Harness (RMH). Open source must win.
A Model Context Protocol (MCP) server that helps read GitHub repository structure and important files.
MCP server for Adobe Photoshop — 102 tools, recipe workflows, generative AI, standalone web UI. Control Photoshop from Cursor, Claude, or natural language.
66-tool MCP server for dark web intelligence — breach data, ransomware tracking, Tor .onion access, malware analysis, blockchain intel, exploit search, stealer logs
Share code with LLMs via Model Context Protocol or clipboard. Rule-based customization enables easy switching between different tasks (like code review and documentation). Includes smart code outlining.
A local bridge for bidirectional collaboration between Claude Code and Codex. 连接 Claude Code 与 Codex 的本地实时协作桥接工具。
Turn any openapi file into an mcp server, with just the tools you need.
Postman MCP Server — connect AI agents (Claude Code, Cursor, VS Code Copilot, Gemini CLI) to your Postman collections, OpenAPI specs, and environments via Model Context Protocol (MCP)
The production framework for Predictive and Generative AI. Serve any model as an API in one line, with OpenAI/Anthropic/Ollama-compatible endpoints, a built-in chat UI, and native MCP.
Secure MCP runtime for AI agents to operate local machines, servers, and containers with multi-device orchestration.
Extract public Spotify data — tracks, albums, artists, playlists, podcasts & lyrics — without the official API. Sync + async, typed models, one dependency.
🛡️ The approval and policy layer for AI agents. Intercept risky actions before they run, block them, or approve them remotely.
simple web ui to manage mcp (model context protocol) servers in the claude app
Exploring the Model Context Protocol (MCP) through practical guides, clients, and servers I've built while learning about this new protocol.
An agentic law firm. Yours. 67 specialist AI agents that review documents through evidence-backed debate, with mandatory human gates and a 10-pass verification loop. Apache 2.0.
Local-first persistent memory for AI coding agents (Claude Code, Cursor, Codex) over MCP. Decisions, lessons and facts live in one SQLite file on your disk. Offline, multilingual.
Deterministic, local-first memory and guardrails for AI coding agents with no LLM in the hot path.
Google search MCP. One MCP replaces search + fetch + academic-paper extractor.
Zenith: a continuous-improvement harness for long-running agent tasks. Turns Claude Code, Codex, or Hermes into a multi-agent mission orchestrator via MCP/ACP.
Save thousands of lines of code by building universal, domain-agnostic Multi-Agent Systems (MAS) through high-level semantic orchestration. This repository provides a production-ready blueprint for the Agentic Era, allowing you to replace rigid, hard-coded workflows with a dynamic transparent Context Engine that provides 100% transparency.
Local, LLM-free memory for AI agents. A single offline Rust binary — deterministic and auditable — that learns from use, forgets the irrelevant, and strengthens what matters. No cloud, no API keys.
Open-source agent runtime — SSH-native isolation, eBPF egress policy, Kubernetes + LXC backends, GPU passthrough, MCP-native CLI
Mechanical plan/dev/self-audit/external-audit gates for AI coding agents, with a configurable role-routing topology engine, an MCP-UI live status panel, and native-tooling Claude Code V2 dispatch. Claude Code, Codex, OpenClaw, and PyPI.
Open-source MCP servers for Latin American commerce — Pix, NF-e, banking, fiscal, logistics, and messaging across Brazil, Mexico, Argentina, Colombia, Chile, and Peru. MIT, on npm.
Offensive security framework for AI agent infrastructure - recon, credential looting, model exfiltration, poisoning, and attack-path analysis across MCP, A2A, gateways, and AI services. BloodHound for the agentic stack.
Customer-run client for Secure MCP Tunnel: connect private or localhost MCP servers to ChatGPT, Codex, the Responses API, and AgentKit without exposing them to the public internet.
MCP plugin for Unreal Engine 5.7 & 5.8 — gives AI assistants full read/write access to Blueprints, Materials, Niagara, Animation, Mesh, AI, GAS, Logic Driver, ComboGraph, UI, Audio, plus Reflection Intelligence (decision / risk / C++ reflection / replication queries). 1,400+ actions across 25+ namespaces. Native C++, zero Python dependency.
MCP Fusion - The TypeScript framework for secure MCP servers.
1flowbase: self-hosted AI gateway with protocol translation, dispatch, chat logs, built-in backend & React blocks to combine AI with business data. All managed by your Agent via MCP.
Model Context Protocol server for AFFiNE. Connect AI assistants to AFFiNE workspaces, documents, databases, and collaboration APIs over stdio or HTTP.
Taisly Agent Kit: MCP server, CLI, SDK, and agent docs for publishing videos to TikTok, Reels, Shorts, X, and Facebook.
Open-source toolkit for the QVeris capability routing network: CLI, MCP server, Python SDK, skills, and REST API docs for agents to discover, inspect, call, and audit real-world tools.
AURA is a production-tested SRE agent platform you can deploy in minutes. AURA handles the guardrails, APIs, state management, streaming, and failure handling required to put AI to work safely on production infrastructure.
Open-source platform for multi-agent AI orchestration, real-world asset tokenization, and institutional-grade workflow automation. Includes OAuth 2.1 MCP agent management, a 44-field RWA schema, Stripe subscription billing, and a Cryptographic Airgap architecture designed to integrate with AetherNet QUAS post-quantum settlement.
AI chat and agent tooling for Godot, with both MCP support and in-built native chat window.
Vigil - a 100% OpenSource AI system for machine-speed network defense
Pharos — local-first agentic RAG for your team's document library: multi-format ingest, hybrid retrieval, enterprise ACL, dual HTTP + MCP exits.
A Desktop Chat App that leverages MCP(Model Context Protocol) to interface with other LLMs.
GoPeak — The most comprehensive MCP server for Godot Engine. 95+ tools: scene management, GDScript LSP, DAP debugger, screenshot capture, input injection, ClassDB introspection, CC0 asset library. npx gopeak
🔮 Platform-neutral Browser Use for AI agents: real Chrome automation with a CLI + SDKs, no lock-in, dead simple.
Creates a simple MCP tool server with "streaming" HTTP.
Google Analytics 4 data to AI agents, agentic workflows, and MCP clients. Give agents analysis-ready access to website traffic, user behavior, and performance data with schema discovery, server-side aggregation, and safe defaults that reduce data wrangling.
Open-source CLI for semantic Taiwan legal judgment retrieval. Search judgments, package them for your own AI (Claude/ChatGPT), and run a bundle-level citation check. Bring your own LLM; retrieval-only.
Free, open-source SQL Server execution plan analyzer — cross-platform GUI + CLI with 30 analysis rules, missing index detection, SSMS extension. Built-in MCP server for AI-assisted plan review.
MCP server + embedded terminal that lets Claude Code see and edit your ComfyUI workflows
AI-powered n8n workflow automation through natural language. MCP server enabling Claude AI & Cursor IDE to create, manage, and monitor workflows via Model Context Protocol. Multi-instance support, 17 tools, comprehensive docs. Build workflows conversationally without manual JSON editing.
MCP Server & Config Manager for 14 AI Clients — Cursor, VS Code, Claude Code, Gemini CLI, Windsurf, Zed, TRAE, Kiro, JetBrains & more. 8500+ servers, 4400+ skills.
A curated list of original projects built by students of the UNIPDS Software engineering with Applied AI Engineering postgrad course.
Mine your Claude Code and Codex logs into a local you.md agent profile.
Production-grade MCP server for Wazuh SIEM — 55 security tools for alert triage, threat hunting, vulnerability management, compliance (PCI DSS, GDPR, HIPAA, NIST CSF, ISO 27001) and active response. Connect Claude or any LLM to your SOC. OAuth 2.1, RBAC, multi-cluster, air-gap ready.
Open-source, multi-platform harness for AI agents — a native, multi-threaded operator's console (JVM, not Electron) to run Claude Code, Codex, Gemini or OpenCode with a real browser, terminal, editor, secrets & 100+ MCP tools. Built for enterprises, science & research.
Desktop automation MCP server — computer use for any AI agent: control screen, windows, mouse/keyboard, and Chrome via Model Context Protocol (stdio)
Model Context Protocol (MCP) server for Opik, the open-source LLM observability and evaluation platform, built by Comet. Read traces, log scores, and manage prompts from Claude Code, Cursor, or VS Code.
The Most Advanced MCP Server for Unity Editor with execute_code, prompts/resources, input simulation, screenshots, and play mode automation.
Chat application with multi-agents system supports multi-models and MCP
This is a Model Context Protocol (MCP) server that gets answers from your Perfetto Traces. It turns natural‑language prompts into focused Perfetto analyses.
A type-safe solution to remote MCP communication, enabling effortless integration for centralized management of Model Context.
Open-source control plane and runtime for organisational agents: shared company context, isolated execution, approvals and MCP.
Unity MCP Plugin (UPM) — Editor bridge for AI-assisted game development. Enables Claude, Cursor & MCP-compatible AI to control Unity Editor with 268 tools: scenes, GameObjects, components, builds, profiling, Shader Graph, Amplify Shader Editor, terrain, physics, NavMesh & more. Free & open source.
Mobile companion for Google's Antigravity IDE. Mirror AI sessions on your phone, send messages, stop generation, automate via 9 MCP tools or OpenAPI.
All-in-one MCP server that can connect your AI agents to any native endpoint, powered by UTCP
The leading, most token-efficient MCP server for documentation exploration and retrieval via structured section indexing
Magic UI components, searchable and installable from your AI editor.
Server-enforced workflow discipline for AI agents. An MCP server providing persistent work items, dependency graphs, quality gates, and actor attribution. Schemas define what agents must produce — the server blocks the call if they don't. Works with any MCP-compatible client.
🔥🔥🔥 Enterprise AI middleware, alternative to unifyapps, n8n, lyzr
Adobe Premiere Pro MCP server with 280 core AI video editing tools, a production CEP bridge, and capability-aware UXP support.
Self-hosted, open-source financial data MCP server for AI agents — SEC filings, XBRL financials, 13F holdings, insider & congressional trades, short interest, FRED, CFTC/CBOE and daily prices across 64 MCP tools. Equibles Cloud adds earnings call transcripts, live quotes, options chains with Greeks, guidance and a screener.
Serverless AI agent using LangChain.js and Model Context Protocol (MCP) integration to order burgers from a burger restaurant
Email, SMS & phone-call infrastructure for AI agents — send and receive real email and text messages, and place agent-driven outbound voice calls, all programmatically
Reusable Skills for LLMQuant Agent, Claude Code, Claude.ai, Cursor, Hermes Agent, OpenClaw and Codex, grounded in LLMQuant Data
Local-first MCP tools and dashboard for investigating Codex token usage, credits, costs, caching, and thread patterns.
MCP server for 1С:Enterprise — AI assistant sees your configuration and generates accurate BSL code. One binary, zero dependencies, 11 tools.
Native Svelte 5 data grid. Headless-first engine + drop-in render component. Row + column virtualization (1M rows), Excel-style filters, inline editing, grouping, pivot, server-side data. MIT core (@svgrid/grid), MCP server for Claude / Cursor. https://svgrid.com
MCP server for controlling a real iPhone via macOS iPhone Mirroring...and any MacOs app. Screenshot, tap, swipe, type — from any MCP client.
MCP server for the Live Tennis API — give Claude, Cursor and other LLM agents real-time tennis scores, odds and model win-probability
Connect any MCP-compatible AI client (Claude Code, Cursor, Windsurf) to Unity or Godot. 235+ granular tools, an editor aware system prompt, game design document project context, script semantic search, and skill calibration.
A secure local gateway for AI agents to reliably call approved enterprise APIs, tools, and services.
A high-performance, asynchronous toolkit for building MCP servers and clients in Rust.
AI-powered MCP server for Burp Suite Professional — 149 tools across proxy, scanner, inline fuzzer, race conditions, guided injection, JWT/IDOR attacks, recon & OOB, with a real-time dashboard and hardened localhost security. Drive Burp from Claude Code or any MCP client.
Curated real-world use cases for Hermes Agent — the self-improving AI agent from Nous Research. Backed by primary sources.
Human-like memory for AI agents — semantic, episodic & procedural. Experience-driven procedures that learn from failures. Free API, Python & JS SDKs, LangChain, CrewAI & OpenClaw integrations.
AI semantic search for Zotero, with a built-in MCP server for AI agents (Claude Code, Codex). Find papers by meaning. 100% local and private.
Model Context Protocol (MCP) server for reusable prompt templates, multi-step workflow chains, and quality gates. Compose agentic workflows with an operator syntax; export as native skills to Claude Code, Cursor, OpenCode, and Gemini CLI.
Secure MCP server for whitelisted shell command execution with stdin, argv pipelines, timeouts, and structured audit logging.
Domscribe is a pixel-to-code development tool that bridges the gap between running web applications and their source code.
Local persistent memory store for LLM applications including continue.dev, cursor, claude desktop, github copilot, codex, antigravity, etc.
Plug-and-play homelab dashboard in one container — GPU, local-AI VRAM, Docker, systemd, host health. Built-in read-only MCP server so AI agents can explore it too.
MCP server providing native macOS integration with Apple Reminders and Calendar via EventKit
The World's Most Comprehensive, Authoritative, and Structured Open Source Data Source Knowledge Base
Hands-on crash course for the Model Context Protocol (MCP) with project-based branches on Streamable-HTTP, LangChain adapters, and Docker.
Model Context Protocol server that integrates AgentQL's data extraction capabilities.
📜 An MCP server for conversation history search and retrieval in Claude Code
Self-hosted, open-source AI-empowered MCP gateway: turn any API, database or MCP server into custom connectors for Claude, ChatGPT, Gemini, Copilot & Cursor — no code. Convert REST, SOAP, WSDL, GraphQL & SQL to MCP, with OAuth2, RBAC & audit log. 175+ pre-built adapters (Deutsche Bahn, weclapp, Etsy, DHL, Shopware…)
CI-native security testing for MCP servers. Attack simulation, schema drift detection, and health scoring before agents depend on them.
Local-first MCP gateway. One port for every tool and every AI client: lazy discovery (~90% token savings), tool integrity + quarantine, secrets in the OS keychain.
MCP server for the complete Zabbix API - 237 tools, multi-server, OAuth 2.1 + bearer auth, PDF reports, systemd ready. Works with ChatGPT, Claude, VS Code, Codex, JetBrains and any MCP client.
Token-efficient browser MCP server — structured web pages for AI agents, not raw accessibility dumps
Windows Remote MCP Server — 40+ tools for desktop automation, process management, file operations via FastMCP
Model Context Protocol (MCP) Server for Langfuse Prompt Management. This server allows you to access and manage your Langfuse prompts through the Model Context Protocol.
Token-efficient MCP CLI client. 97% less tokens on tool discovery, 40-60% on results. Zero deps. Cross-platform. Works with every AI agent.
Native Safari browser automation for AI agents. 80 tools via AppleScript — zero overhead, keeps logins, runs silently in background. Drop-in alternative to Chrome DevTools MCP with 40-60% less CPU/heat on Apple Silicon.
High-performance Google Drive CLI and Model Context Protocol (MCP) Server for LLM/AI agents. Natively execute Google Apps Script (GAS) under a secure whitelisted runtime sandbox, automate transfers, and manage Drive infrastructure.
The enterprise gateway for autonomous agents. Identity management, per-channel isolation, credential vault, per-session tamper-evident audit log.
A desktop application that adds powerful tools to Claude and AI platforms
Advanced Agentic Development Environment for DevPods, GitHub Codespaces, Rackspace Spot & more. Ruflo orchestration, 215+ MCP tools, 60+ AI agents & automatic context loading. Deploy multi-agent swarms, coordinate autonomous workflows.
Create MCP servers directly in your Nuxt application. Define tools, resources, and prompts with a simple and intuitive API.
A Model Context Protocol (MCP) server that provides authenticated access to Google Workspace APIs, offering integrated Authentication, Gmail, Calendar, and Drive functionality
Notion MCP server for Claude, Cursor, ChatGPT & Claude Desktop. Connect AI agents to Notion via Model Context Protocol — pages, databases, blocks, comments, files.
Browser-based RDF/ontology knowledge graph editor — load RDF from files, URLs or SPARQL endpoints; author nodes and edges on the canvas; run OWL-RL reasoning; apply multi-algorithm layout and clustering. AI-native via MCP tool surface and relay bridge. Fully client-side, no backend required.
🤖 Taskade MCP · Official MCP server and OpenAPI to MCP codegen. Build AI agent tools from any OpenAPI API and connect to Claude, Cursor, and more.
ToolHive is an application that allows you to install, manage and run MCP servers and connect them to AI agents
Bitbucket MCP - A Model Context Protocol (MCP) server for integrating with Bitbucket Cloud and Server APIs
Drive Siemens TIA Portal V20/V21 (STEP 7, WinCC Unified) from any MCP client — create projects, generate PLC & HMI, compile & diagnose. Prebuilt runtime, no Openness coding required.
Node.js/TypeScript MCP server for Atlassian Bitbucket. Enables AI systems (LLMs) to interact with workspaces, repositories, and pull requests via tools (list, get, comment, search). Connects AI directly to version control workflows through the standard MCP interface.
MCP server for TouchDesigner — build, wire, and debug networks with AI. Plus git-diffable externalization.
Agentic AI research papers, benchmarks, frameworks, and tools curated across 24 domains.
Dynamically expose tools from proxied servers based on an Agent Persona
Local-first AI memory you can see, edit, and override — portable across Claude Code, Codex, Cursor, Windsurf, and other MCP coding tools.
Rust-native MCP server for Office document processing (Excel, Word, PowerPoint). Sub-millisecond, local-first, open source.
Browser-native AI agents for X (Twitter): multi-account, MCP-ready, no X API key required.
Persistent session memory for AI coding agents — local-first, with on-device inference, associative recall, and drift detection. Works with Claude Code, Cursor, and Codex.
Forge Orchestrator: Multi-AI task orchestration. File locking, knowledge capture, drift detection. Rust.
Overleaf CLI - pull, push, sync, compile LaTeX projects from your terminal. Git remote helper, MCP server for AI agents, and TypeScript library.
MCP server connecting AI agents to ITASCA engines (PFC, FLAC, 3DEC, MPoint, MassFlow) — run numerical simulations through natural conversation
Turn topics, links, and files into AI-generated research notebooks — summarize, explore, and ask anything.
45 MCP tools that give AI coding agents ground truth about your Rails app: schema, models, routes, controllers, views, jobs, conventions. Works with Claude Code, Cursor, GitHub Copilot, OpenCode and Codex CLI. MCP or CLI, in-Gemfile or standalone, and it still answers when the app can't boot.
Unified search MCP, proxy console, and skill for Tavily, Firecrawl, and Social / X.
Graph-native code intelligence that replaces embedding-based RAG with deterministic program understanding.
Fill, sign, merge, split, and extract PDFs from Claude Desktop and other MCP hosts. Maintained by the Open Document Alliance.
An MCP server for Google Tag Manager. Connect it to your LLM, authenticate once, and start managing GTM through natural language.
MCP server for free Google AI Mode search with citations. Query optimization, CAPTCHA handling, multi-agent support. Works with Claude Code, Cursor, Cline, Windsurf.
MCP server + CLI + Codex/Claude skill for embedded debugging via probe-rs or OpenOCD — ARM Cortex-M, RISC-V, and Xtensa (ESP32), with AI crash diagnosis
Agent-native TypeScript framework for building MCP servers. Declarative definitions with auth, multi-backend storage, OpenTelemetry, and first-class support for Bun/Node/Cloudflare Workers.
MCP server for token-efficient large document analysis via the use of REPL state
Give your AI assistant eyes and hands in the Godot editor: scene editing, input injection, deterministic playtesting, and live game state for agents
Open-source MCP server that lets an AI drive a live session of Altium Designer, and optionally KiCad or EasyEDA Pro, editing the open design in place while you watch. 300+ tools: schematic, PCB, library and project automation, design review, audits, rendering, auto-placement, panelization, autonomous design-plan executor. Apache-2.0.
Awesome ModelContextProtocol resources - A curated list of MCP resources
A simple and performant Model Context Protocol framework for Python.
Curated list of MCP servers for 1C:Enterprise ecosystem | Каталог MCP-серверов для экосистемы 1С:Предприятие
A DottedSign MCP server that enables AI assistants (Claude, ChatGPT) to manage signing tasks, templates, and document status via natural language.
Curated awesome list for OpenClaw (formerly Moltbot/Clawdbot): skills, plugins, memory systems, MCP tools, deployment stacks, ecosystem platforms, and developer tooling.
Unity Editor integration with Model Context Protocol (MCP) enabling AI assistants like Claude to interact with Unity projects. Features a TypeScript MCP server and C# Unity plugin with extensible command handler architecture, TCP/IP communication, and dynamic plugin discovery.
C++ MCP SDK - build Model Context Protocol (MCP) servers and clients in C++ / CPP. Enterprise-grade security, observability, connectivity. Stdio, HTTP+SSE, Streamable HTTP, WebSocket, TCP transports. Bindings for Python, TypeScript, Go, Rust, Java, C#.
NOT for educational purposes: An MCP server for professional penetration testers including STDIO/HTTP/SSE support, nmap, go/dirbuster, nikto, JtR, hashcat, wordlist building, and more.
A Model Context Protocol (MCP) server that enables AI assistants to interact with AKS clusters. It serves as a bridge between AI tools (like Claude, Cursor, and GitHub Copilot) and AKS.
TrainingPeaks MCP server for Claude Desktop, Code and Cowork. No API approval needed - works with any account. Query workouts, CTL/ATL/TSB fitness data, power PRs via natural language.
Search PubMed/Europe PMC, fetch articles and full text (PMC/EPMC/Unpaywall), citations, MeSH terms via MCP. STDIO or Streamable HTTP.
Dev tools, optimized for agents. Structured, token-efficient MCP servers for git, test runners, npm, Docker, and more.
A Model Context Protocol (MCP) client library and debugging toolkit in Rust. This foundation provides both a production-ready SDK for building MCP integrations and the core architecture for an interactive debugger.
"primitive" RAG-like web search model context protocol (MCP) server that runs locally. ✨ no APIs ✨
Agent orchestration & security template featuring MCP tool building, agent2agent workflows, mechanistic interpretability on sleeper agents, and agent integration via CLI wrappers
Evidence-gated runner for Codex, Claude Code, OpenCode, and local coding agents. Routes tasks into scoped DAG lanes with replayable artifacts.
Production-ready Next.js template for building AI agents with LangGraph.js. Features MCP integration for dynamic tool loading, human-in-the-loop tool approval, persistent conversation memory with PostgreSQL, and real-time streaming responses. Built with TypeScript, React, Prisma, and Tailwind CSS.
CLI server for Zotero 7/8/9 — let AI manage your library. 70+ CLI commands for search, import, PDF, BibTeX, notes, and more. Works with Claude, Cursor, ChatGPT.
Query, monitor, and manage Unraid servers via GraphQL API through MCP tools. Supports system info, Docker, VMs, array/parity, notifications, plugins, rclone, and live telemetry.
MCP server for computer use & browser automation - screenshot, OCR, click, type, find_text, Chrome/Electron CDP, template matching. macOS, Windows & Android. Works with Claude, Cursor, and any MCP client.
MCP server providing comprehensive Microsoft Teams and Graph API access for AI assistants including messaging, search, and user management.
Comprehensive MCP server providing real-time framework documentation access for Claude Code with intelligent caching, multi-source integration, and context-aware assistance.
Local MCP server that exposes eBay Sell APIs to AI assistants with OAuth, tool gating, and stdio/HTTP transports.
Protocol-agnostic CesiumJS AI control runtime for MCP, WebMCP, function calling, and browser agents.
An agentic memory database that cuts session tokens by 82–99%. One portable SQLite file — your agent's memory, anywhere.
MCP server that reduces LLM context usage when AI coding agents work with Go — structured documentation instead of source-file dumps.
🔍 MCP server that lets you search and access Svelte documentation with built-in caching
Durable MCP control plane for long-running Codex Desktop tasks
One TypeScript interface for 24+ LLM providers — swap providers without rewriting. MCP-native (connect any MCP server), voice (TTS/STT/realtime), RAG, memory, file processors. Production-origin: powers Tara, Yama, and Clairvoyance at Juspay.
Model Context Protocol (MCP) Server to connect your AI with any MediaWiki
MCP for semantic code search & navigation that reduces token waste
Reticle intercepts, visualizes, and profiles JSON-RPC traffic between your LLM and MCP servers in real-time, with zero latency overhead. Stop debugging blind. Start seeing everything.
Guardrailed video editing MCP server for AI agents. FFmpeg, Hyperframes, repurposing tools, Python client, and CLI. Local, fast, free.
Modex is a Clojure MCP Library to augment your AI models with Tools, Resources & Prompts using Clojure (Model Context Protocol). Implements MCP Server & Client.
A Model Context Protocol (MCP) server that enables LLMs to run ANY code safely in isolated Docker containers.
MCP server for OpenCode AI — 70 tools, 10 resources, 5 prompts. Use npx opencode-mcp with Claude Desktop, Claude Code, Cursor, Windsurf, or any MCP client.
MCP server for natural language interaction with Power BI datasets
A curated list of awesome MCP (Model Context Protocol) tools, platforms, and services for enterprises.
一个让 Claude Code 调用 Codex 干活，并可以同时调用多个模型（GPT、Kimi、DeepSeek 等）的 MCP 工具。
DreamGraph is a graph-governed conceptual development environment (CDE) that turns plans, architecture decisions, and project knowledge into auditable execution through a persistent cognitive graph.
MCP server that lets Claude Code and other AI agents work through large PDFs, and whole folders of them, without overflowing context: hybrid semantic + keyword search, selective page reading, tables, images, OCR, chart data, and multi-column/CJK layouts.
Shared memory MCP server — persistent, searchable, cross-client Claude, Opencode
A unified CLI for discovering and invoking tools across OpenAPI, MCP, GraphQL, gRPC, and JSON-RPC
FreeCAD MCP - Open-source Model Context Protocol server for FreeCAD automation
MCP Tools for Unity Animation — create and edit clips and animators with AI.
Stop re-explaining your data to your AI every session. The individual-analyst context layer, delivered over MCP (Claude Code / Cursor / Codex).
A Model Context Protocol (MCP) server that provides translation capabilities using the DeepL API.
A Model Context Protocol (MCP) server that enables AI assistants to securely access and analyze Microsoft Fabric Analytics data through authenticated API calls.
多模型视觉理解 MCP 服务器，为不支持图片理解的 AI 编码模型提供视觉能力：分析截图、报错、UI 与文档，可接入多家主流视觉大模型。Multi-model vision MCP server that adds image understanding to AI coding models without native vision — analyze screenshots, errors, UI and documents via major vision LLM providers.
MCP server that orchestrates language servers into agent-native workflows. 65 tools, 30 CI-verified languages.
MCP server + TypeScript SDK for 40+ U.S. government data APIs — 250+ tools. Treasury, FRED, Congress, FDA, CDC, FEC, lobbying, and many more. Works with VS Code Copilot, Claude Desktop, Cursor.
Free, local AI music studio for Windows—generate songs, play instruments, arrange, mix, export WAV, and connect Codex or Claude through MCP.
Codex/ChatGPT plugin app and OAuth MCP connector for approved local workspaces.
A command-line tool for managing MCP servers in Claude App. Also can run a MCP Server to help you manage all your MCP Servers
🤖 A Model Context Protocol (MCP) library for use with Agentic chat bots
Shared memory + orchestration for your coding agents — one MCP server, persistent vector memory, agent registry
MCP server that saves Claude Code tokens by delegating bounded tasks to local or cloud LLMs. Works with LM Studio, Ollama, vLLM, DeepSeek, Groq, Cerebras.
A Model Context Protocol (MCP) server that provides advanced code analysis and reasoning capabilities powered by Google's Gemini AI
55 MCP tools to drive the Unity Editor from any MCP-compatible AI agent — scenes, GameObjects, prefabs, assets, tests, and builds. OpenClaw gateway included for remote and chat access.
An MCP server and Next.js web app for querying S&P 500 company data from Supabase, with tools for company info, news, officers, and SEC filings, plus embedded MCP App UI resources, Elicitation, and Sampling support.
Free-first Chinese and English web search MCP using zero-key sources and inspectable evidence.
The Gemini CLI confirmed that the MCP server built with Google Apps Script (GAS), a low-code platform, offers immense possibilities. If you've created snippets for GAS, these could be revitalized and/or leveraged in new ways by using them as the MCP server. The Gemini CLI and other MCP clients will be useful in achieving this.
🚀 All-in-one MCP server with AI search, RAG, and multi-service integrations (GitLab/Jira/Confluence/YouTube) for AI-enhanced development workflows
Drive x64dbg with your AI. MCP server: 23 mega-tools / 153 endpoints for breakpoints, memory, disasm, tracing, anti-debug & PE dumping. Claude/Cursor/Windsurf/Cline. All local.
MCP server for RustChain blockchain and BoTTube video platform — AI agent tools for earning RTC tokens. Built on createkr's RustChain SDK.
Model Context Protocol server giving Claude (or any MCP client) full read + write access to your Whoop fitness data via the private reverse-engineered iOS API. 47 tools: recovery, sleep, strain, HRV trends, Strength Trainer, journal, Whoop Coach, and smart alarm. TypeScript + zod, auto-refresh Cognito auth.
MCP server: repo map, code search, and token-aware context packs for AI coding agents
🕷️ A lightweight Model Context Protocol (MCP) server that exposes Crawl4AI web scraping and crawling capabilities as tools for AI agents. Similar to Firecrawl's API but self-hosted and free. Perfect for integrating web scraping into your AI workflows with OpenAI Agents SDK, Cursor, Claude Code, and other MCP-compatible tools.
Model Context Protocol server for Vikunja task management. Enables AI assistants to interact with Vikunja instances via MCP.
Vivado MCP server — 让 Claude Code / Cursor / Codex 驱动本地 FPGA 全流程。30 个精选工具、8 个证据驱动 Prompt、doctor 环境自检、GUI/Tcl/attach 会话，以及时序和 CRITICAL WARNING 中文诊断。
Version 2.2 - 54 tools available - an MCP server for interacting with the Canvas LMS API. This server allows you to manage courses, assignments, enrollments, and grades within Canvas.
Real-time cost observability for Model Context Protocol (MCP) tool calls. Wraps any MCP server, attributes spend per tool/project/customer. Free tier 25K calls/mo. EU-hosted
MCP server for Apple Notes - create, search, update, and manage notes via Claude and other AI assistants
MCP server for Wanderlog — build and edit trip itineraries through conversation
Open-source control plane for Codex projects: Git-backed context, visible agent progress, scoped MCP access, resumable work, and safe handoffs.
Anti-detection browser MCP server for AI agents — navigate, interact, and automate the web without getting blocked
🪐 面向 AI 的多音乐平台的 API 代理 • 网易云 • QQ音乐 • 酷狗 • 酷我 🎻 Multi-platform music API agent for AI • NetEase • QQ Music • KuGou • Kuwo
A curated list of awesome plugins for AI assistants including Claude Code, OpenAI Codex / ChatGPT, Gemini, Antigravity, Pi / Oh My Pi, Grok, OpenCode and More.
Daofy for Delphi — MCP Server that compiles Delphi projects and queries knowledge base for AI assistants.
Define intent once. Photon turns a single TypeScript file into CLI tools, MCP servers, and web interfaces.
Submit and manage Forma (https://joinforma.com) claims from the command line and Model Context Protocol (MCP) clients
Model Context Protocol (MCP) server for Go using gopls – LSP-powered analysis, tests, coverage, and tooling.
A Model Context Protocol (MCP) server for Twenty CRM integration. Enables natural language interactions with your CRM data through Claude and other AI assistants. Supports CRUD operations, dynamic schema discovery, and advanced search across people, companies, tasks, and notes.
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An interactive CLI for scaffolding ready-to-develop MCP servers and clients in TypeScript or JavaScript.
The Architecture Review Agent is an open-source AI agent sample that reviews software architectures and generates interactive diagrams automatically.
GoHighLevel MCP Server — Update #2 (2026-06-11): easy setup commands + high-level curated CRM agent tools. Full update history in UPDATE_LOG.md.
Give hands to AI. MCP server to run shell commands securely, auditably, and on demand.
A curated, DevOps-focused list of Model Context Protocol (MCP) servers—covering source control, IaC, Kubernetes, CI/CD, cloud, observability, security, and collaboration—with a bias toward maintained, production-ready integrations.
MCP server for Slither static analysis of Solidity smart contracts
MCP server for Basecamp 3 with OAuth, FastMCP, and 75 tools for projects, todos, messages, card tables, docs, uploads, and search.
Extend the Ollama API with dynamic AI tool integration from multiple MCP (Model Context Protocol) servers. Fully compatible, transparent, and developer-friendly, ideal for building powerful local LLM applications, AI agents, and custom chatbots
Modular Context | Karpathy LLM Knowledge Base + Gmail & G-Cal — multi-account MCP server for Claude Code, encrypted local-first
Context compression for MCP. Same upstream call, exact results recoverable.
Rust-native code index MCP server with first-class 1C:Enterprise (BSL) support. Static binary, no runtime. 31 tools — 20 universal + 11 BSL-specific. Tree-sitter AST for 14 languages. Federation across multiple repos. Built for production-scale monorepos.
XCode CLI MCP: Convenience wrapper for Xcode CLI tools & iOS Simulator. Progressive disclosure of tool responses to reduce context usage. Use --mini param for build-only with tiny context footprint.
Single-File AI Chatbot UI with Multimodal & MCP Support: An All-in-One HTML File for a Streamlined Chatbot Conversational Interface
CCXT MCP Server bridges the gap between AI models and cryptocurrency trading by providing a standardized interface through the Model Context Protocol. Created to empower automated trading strategies, this tool allows AI assistants like Claude and GPT to directly interact with over 100 cryptocurrency exchanges without requiring users to write comple
Persistent memory for AI coding agents. Local-first, cross-session context, global knowledge, and optional autonomous task execution.
Instant, accurate Unreal Engine API lookups instead of expensive source file reads, saving your agent tokens, context, and hallucinations.
MCP server with persistent memory + FTS5 search for Claude Code conversation history. Index your ~/.claude/projects/, expose 10 MCP tools, browse via web UI. MIT-licensed.
OpenDART 전자공시MCP | 83개 API → 15 MCP 도구. 공시·재무·지분·XBRL + 버핏급 애널리스트 프레임(내부자 시그널·회계 리스크·퀄리티 체크리스트) + HWP/PDF 첨부 마크다운화 | 83 Korean DART disclosure APIs → 15 MCP tools with Buffett-grade analyst frames
Lightweight file-based CLI API client with age-encrypted secrets, first-class GraphQL support and MCP server for agentic workflow.
Local-first AI daemon for Logseq OG: background semantic indexing, link hygiene, and agent-ready CLI/MCP — edits Markdown on disk (no cloud, no Logseq API). Karpathy LLM-Wiki inspired.
A Model Context Protocol (MCP) server implementation for LunchMoney, providing programmatic access to personal finance management through LunchMoney's API.
28 plugins and MCP servers for Claude Code — TDD, multi-agent orchestration, iterative refinement, binary RE, structured decisions. Install any skill in one command.
Godot 4 MCP server for AI-assisted project inspection, editing, validation, and runtime automation.
Always up-to-date open-source mirror of Claude Code (currently v2.1.152). Run from source with Claude subscription/API, ChatGPT subscription (GPT-5.5 / GPT-5.4), OpenAI-compatible providers, or local Ollama. 18 deep-dive architecture articles included. For educational and reference purposes only.
Model Context Protocol (MCP) server for pfSense firewall management. Control firewall rules, VPNs, DNS, DHCP and diagnostics in natural language from Claude Desktop, Claude Code or any MCP client — 333 wire-format-verified tools for the pfSense REST API, with safety guardrails, config backup and rollback on every change.
The deterministic merge gate for AI-generated agent capability changes — a local-first, static Tool-Use Readiness review for MCP, OpenAPI, and SDK tool surfaces. Open-source CLI + GitHub Action.
Rust + WASM sublinear-time solver for asymmetric diagonally dominant systems. Exposes Neumann series, push, and hybrid random-walk algorithms with npm/npx CLI and Flow-Nexus HTTP streaming for swarm cost propagation and verification.
MCP server for Vertex AI and Gemini tools, including grounded answers, documentation research, and filesystem workflows.
Search ClinicalTrials.gov trials, retrieve study details and results, and match patients to eligible trials via MCP. STDIO or Streamable HTTP.
Governance gateway for AI agents — bounded, auditable, session-aware control with MCP proxy, shell proxy & HTTP API. Works with Cursor, Claude Code, Codex, and any MCP-compatible agent.
565 AI-callable tools across 16 MCP servers. Full-pipeline AAA game asset production. Controls Blender, Substance Suite, Maya, Houdini, and Unreal Engine 5. 50 specialized AI agents. One prompt in, game-ready asset out.
Cesium AI Integrations is a collection of reference integrations and experiments connecting the Cesium ecosystem with AI systems including Model Context Protocol (MCP) tools, retrieval pipelines, and agent skills.
🎬 AI-powered MCP server for Adobe Premiere Pro — 1,027 tools for timeline editing, color grading, audio mixing, effects, export & more. Control video editing with natural language via Claude, GPT, or any AI assistant. The most comprehensive MCP server for any NLE.
CLI, MCP and Skills for the world's supermarkets. Search, compare, basket and checkout across 9 providers in 6 countries — UK, Netherlands, Belgium, Spain, US, Canada. Built for AI agents.
List MCP Server configurations in your system used by AI applications like Cursor, Claude Desktop, VS Code and others
🪄 MCP server for programmatic creation and management of n8n workflows. Enables AI assistants to build, modify, and manage workflows without direct user intervention through a comprehensive set of tools and resources for interacting with n8n's REST API.
Turn your team's AI coding sessions, GitHub code, and docs into one shared, searchable memory — a self-hosted git truth store you query right from your editor over MCP.
Turn Claude Code into an equity-research agent: 24 analysis skills (Anthropic's open-source bundle + community), a single data MCP, and a personalization layer for investors at any level.
Open-source (Apache-2.0) PDF takeoff for construction & flooring — the first engine an AI agent drives natively over MCP, not bolted on. One-click room detection, materials + quantities, built for preconstruction. Runs entirely in your browser.
🎬 The first AI-powered MCP server for Final Cut Pro XML. Control your edits with natural language.
Enhanced MCP server for Godot 4.5-4.7: 33 tools / 199 actions, 3-layer architecture (headless + editor + game bridge), secure sandbox, recording & frame-verify, cross-version CI.
MCP server for managing ad campaigns across Google Ads, Meta Ads, LinkedIn Ads, and TikTok Ads. 100+ tools for campaign creation, performance analysis, keyword research, and budget optimization. Works with ChatGPT, Claude, Gemini CLI, Cursor, Codex, and Windsurf.
MCP server for debugging Electron apps via Chrome DevTools Protocol. Start/attach processes, capture screenshots, read console errors & network logs, inspect DOM, evaluate JS, and automate UI — built for Cursor and other MCP clients.
Forge a working, testable, publishable MCP server in 30s. TypeScript or Python, with example tools, the Inspector and tests included.
The most comprehensive open-source MCP server for Bricks Builder — 105 tools for pages, templates, styles, SEO, content, and more.
CLI + Local MCP - A shared structured memory store across Claude Code, Cursor, Windsurf, Antigravity, and every MCP client. Semantically queryable.
Official DIDA Hotel Booking MCP Server. 14-year travel tech data stack, 2M+ hotels at wholesale rates, 40+ LLM compatible. Free unlimited calls for businesses & individual devs. Filter by location, date, star grade, guests & tags; pull real-time room types, pricing & cancellation rules.
Free Kagi Search MCP server — access search and summarizer via session tokens, no API key needed. Works with Claude Desktop, Cursor, Windsurf, Hermes and any MCP client.
Isolated Linux desktop workspaces for AI agents — a hidden, agent-owned desktop and browser over MCP, so an agent can do GUI and web work without touching your real desktop.
Model Context Protocol (MCP) server for container runtimes (Podman and Docker)
A powerful Model Context Protocol server for LinkedIn API integration
Browser automation plugin for OpenCode AI editor - Control Chrome/Edge with AI, automate web testing, scraping & form filling via MCP integration
Social media scheduling CLI and OpenClaw skill for AI agents posting to X, LinkedIn, Instagram, Facebook Pages, TikTok, Discord, Telegram, YouTube, Reddit, WordPress, and Pinterest.
Index of all Model Context Protocol (MCP) clients and their capabilities
MCP-based discovery and judgment layer for Korea’s open data portal—helping AI agents find, compare, and assess datasets with explicit evidence, JSON-LD/DCAT metadata, and versioned deterministic rules.
Secure NotebookLM MCP Server - Query Google NotebookLM from Claude/AI agents with 17 security hardening layers
147 AI tools for Unity game development via MCP (Model Context Protocol). Connect Claude, Cursor, and AI assistants to your Unity editor.
A ServiceNow MCP server, and the skill guides that teach an agent to use it. 400+ snow_* tools over stdio or streamable HTTP, loaded on demand so the catalog fits a context window, plus blast-radius impact analysis. 57 ServiceNow SKILL.md guides. Works with any MCP client; on npm as @serac-labs/servicenow-mcp.
Token-efficient navigation substrate for AI coding agents. Index code once and retrieve only the symbols you need.
Canvas MCP Client is an open-source, self-hostable dashboard application built around an infinite, zoomable, and pannable canvas. It provides a unified interface for interacting with multiple MCP (Model Context Protocol) servers through a flexible, widget-based system.
BitDive Model Context Protocol (MCP) server. The Autonomous Quality Loop for AI agents. Provides real runtime context, before/after trace comparison, and integration testing workflows.
Free LLM API pool: 24 LLM providers cataloged, 222 routes, 407 cataloged chat models, keyless start when available.
MCP server providing token-efficient access to OpenAPI/Swagger specs via MCP Resource Templates for client-side exploration.
Bring Claude Code to Visual Studio 2026: A native diff with accept/reject, a live debugger Claude can drive autonomously, Roslyn code navigation, and Test Explorer integration. The IDE half of Claude Code's integration protocol. Community-built, unofficial.
Deploy production-ready AI services in minutes. One YAML file for agents, RAG pipelines, and MCP servers — run anywhere. Inspired by docker-compose.
A type-safe implementation of the official Model Context Protocol (MCP) schema in Rust.
Zotero AI plugin Research assistant for Zotero 9. Chat with your library, run federated scholarly search, RAG, OCR, systematic reviews, and manage cloud storage. Includes standalone MCP, Agentic capabilities, and skills library.
Repo memory for coding agents. Local-first MCP for Claude Code, Cursor, Windsurf, and Codex CLI: symbol graph, blast radius, diff-aware review, and git-pinned decisions. MIT; no API keys or code upload.
Let AI agents operate your ERPNext — documents, workflows, and interactive viewers
The package manager for AI agents — install, test, publish, and manage skills & MCP servers across 86+ agents. Zero-dependency CLI.
Fast local-first Rust CLI for codebase metrics, AST-compressed LLM context bundles, and built-in MCP server.
🇪🇪 Open-source AI SDK for Estonian government and private services. MCP servers and skills. Connect Claude, GPT, agents and models, to Estonia's digital infrastructure.
Curated + scored map of official MCP servers and agents for DevOps, Cloud, SRE, and Platform Engineering — every entry rated on production access, approval gates, and audit evidence.
Wan 3.0 API Python SDK and MCP server for AI video generation: text-to-video, image-to-video, multimodal references, uploads, and async job polling.
A powerful Model Context Protocol (MCP) server for IMAP email integration with Claude
Your AI agents can't see your files. ctxd connects your cloud data and makes it searchable via API, CLI, or MCP.
MCP server for OpenRouter — chat with 300+ LLMs (Claude, Gemini, GPT), analyze images / audio / video, generate images / speech / music / video (Veo 3.1, Sora, Seedance, Wan) from Claude Desktop, Cursor, Kiro, VS Code.
TouchDesigner Documentation MCP Server v2.6.1 - FIXED Python API tools! Features 629 operators + 14 tutorials + 69 Python API classes with working get_python_api & search_python_api tools. Zero-configuration setup for VS Code/Codium.
Search global patents across WIPO, EPO, USPTO, CNIPA, JPO, KIPO and other authorities, together with scientific literature from PubMed, arXiv, Nature, Science and other major sources using natural-language, semantic, keyword and structured search.
MCP server for predictive maintenance and machinery fault diagnosis. Gives AI assistants evidence-based vibration analysis - FFT, envelope, bearing fault detection, ISO 20816-3 severity - with a measured, blind CWRU benchmark. Local-first: raw signals never leave your machine. Includes a Claude Code plugin.
The MCP server that will help you trade smarter (or at least try)
Native macOS system cleaner with YAML-driven safety rules, local AI explainability via MLX, and an MCP server for agent-controlled cleanup workflows.
Modular MCP server for OPNsense firewall management - 88 tools providing access to 2000+ methods through AI assistants
Study materials, code examples, and practice scenarios for Anthropic's Claude Certified Architect: Foundations (CCA-F) certification exam. Covers all five exam domains: agentic architecture, MCP integration, Claude Code workflows, prompt engineering, and context management.
An unofficial and community-built MCP server for integrating with https://railway.app
MCP server for YouTube — search videos, channels, playlists, and transcripts. Works with Claude, Cursor, Windsurf, and any MCP client.
🔐 SSH MCP Tool - AI-powered SSH management through MCP protocol | 基于MCP协议的SSH工具，为AI提供SSH远程操作能力
Node.js/TypeScript MCP server for Atlassian Jira. Equips AI systems (LLMs) with tools to list/get projects, search/get issues (using JQL/ID), and view dev info (commits, PRs). Connects AI capabilities directly into Jira project management and issue tracking workflows.
OmniMCP uses Microsoft OmniParser and Model Context Protocol (MCP) to provide AI models with rich UI context and powerful interaction capabilities.
MCP server for structured and efficient reasoning with step validation, branching, and revisions.
Perplexity AI search, reasoning, research, and compute - MCP server, dashboard, and multi-IDE auto-config for VS Code.
MCP server that lets AI assistants automate, debug and screenshot any Electron app over the Chrome DevTools Protocol — no app changes required.
Local Figma MCP server with no REST rate limits, no metered tool-call quotas, and a verification loop. Drop-in alternative to Figma's Dev Mode MCP and Framelink for Claude Code, Cursor, Windsurf — works on every plan including Free.
🦅 Multi-platform agentic AI harness — runs on Telegram, Discord, Teams & Terminal with a pluggable backend (Claude, Kilo, OpenCode, Codex, OpenAI Agents), full MCP tool access, and persistent background agents (Goals, Heartbeat, Dream).
MCP server for reading and writing HWP/HWPX (Korean Hangul) documents — built on rhwp. 34 tools, Claude/Cursor/ChatGPT compatible.
Cross-platform persistent memory MCP for Codex, Gemini CLI, Claude Code, and other local MCP hosts. 36 cited neuroscience mechanisms, local-first SQLite/PostgreSQL, hybrid retrieval, decay-based consolidation, and reproducible benchmarks. Claude adds optional automatic lifecycle hooks.
TypeScript Model Context Protocol (MCP) server boilerplate providing IP lookup tools/resources. Includes CLI support and extensible structure for connecting AI systems (LLMs) to external data sources like ip-api.com. Ideal template for creating new MCP integrations via Node.js.
Comprehensive Agents, Commands, Hooks, and Skills for homelab service management - media automation, infrastructure monitoring, document management, and more
44 plug-and-play skills for OpenClaw — self-modifying AI agent with cron scheduling, security guardrails, persistent memory, knowledge graphs, and MCP health monitoring. Your agent teaches itself new behaviors during conversation.
Compass is a context engine that builds a knowledge graph of your organization's metadata, capturing entities, relationships, and lineage across systems and time, making it discoverable and queryable for both humans and AI agents.
Self-hostable study dashboard with a built-in MCP server, so that your Claude/ChatGPT subscription becomes x10 more effective for your semester
Free, MIT alternative to paid Django schema review. Blast radius on every PR, schema drift, N+1 across functions, ER diagrams, MCP server. No DB, no Django boot, no Pro tier.
Metabase MCP server provides integration with the Metabase API, enabling LLM with MCP capabilites to directly interact with your analytics data, this server acts as a bridge between your analytics platform and conversational AI.
Model eXecution + Context Protocol: Enterprise-Grade Data-to-AI Infrastructure
AI agents that write code, review each other's work, and coordinate across your machines
Caller-owned Discord operations for AI agents - 208 typed tools, safety controls, resumable guild builds, and Activity Evidence.
MCP server for Meta Marketing API v25.0 — 135 tools for Facebook & Instagram ad campaign management
Let AI edit your Unreal Engine Blueprints. MCP server plugin for Claude Code — describe what you want in plain English.
A Model Context Protocol (MCP) server implementation that integrates with the Nutrient Document Web Service (DWS) Processor API, providing powerful PDF processing capabilities for AI assistants.
MCP server for multi-round AI brainstorming debates between multiple models (GPT, DeepSeek, Groq, Ollama, etc.)
AI connector for Odoo ERP | Connect Claude, ChatGPT, Cursor and other AI tools to Odoo via MCP
MCP server connecting AI assistants to Redmine: issues, projects, wikis, time tracking, agile boards, and CRM, with OAuth2 multi-user support
Track work, verify results, carry memory, and sync tools across coding agents. Local files, no daemon.
Give your AI agent accurate economic data. 330K indicators from FRED, World Bank, IMF, Eurostat & more. MCP server + web UI.
Unofficial OpenEvidence MCP server — query OpenEvidence from Claude Code, Codex, and any MCP client through your own logged-in browser tab (no API key). Fire-and-forget asks, a shared relay daemon for concurrent sessions, BibTeX + Crossref citations.
1,486 real web design systems, extracted into machine-readable specs. An MCP server for AI coding agents — so what they build has taste, not just working code.
Lightweight Linux sandbox for AI agents. Kernel-native isolation (namespaces, cgroups, seccomp, Landlock) with REST API, MCP bridge, and web dashboard. Single Rust binary.
金蝶云星空 MCP Server：让 Claude/Cursor 等 AI 助手用自然语言直接查询、操作 ERP（采购/销售/库存/财务等 97 个工具）
MCP server for AI coding agents. Instead of reading files one by one, your agent gets dependency graphs, git intent, blast radius, and change health in a single call. Works with any language deep analysis for TypeScript,Java, Go, and C#.
Knowledge graph for token-efficient code reviews -- semantic search and call-graph resolution across your codebase.
RedTeam-Agent: AI-Powered Autonomous Red Team Framework via Model Context Protocol. AI红队与内网渗透自动化框架，支持 gogo, fscan, httpx, nuclei, impacket, playwright 等 15+ 渗透工具，让 LLM 直接化身安全审计黑客。
Instant, accurate Unity API lookups instead of expensive source file reads, saving your agent tokens, context, and hallucinations
The code quality toolkit for the agentic AI era. Find dead code, clones, and scaffolding across 15 languages. MCP server + CLI.
MCP server for searching and surfacing Claude Code conversation history
MCP server for AI agents to read, edit, inspect, and validate local HWPX documents.
Production-ready Python template for building MCP servers with FastMCP, FastAPI, OAuth, and OpenShift deployment.
High-value AI skills repository for Codex, Claude Code, OpenClaw, agents, prompts, and automation workflows. 高价值的 AI 技能库，涵盖 Codex、Claude Code、OpenClaw、代理、提示和自动化工作流程。
A Model Context Protocol (MCP) server that provides mobile automation capabilities.
Travel MCP server + CLI for AI assistants — flights, hotels, trains, cars, ferries, price alerts. No API keys, single Go binary. 1 smart MCP tool + 66 aliases (98.9% smaller tools/list). Works with Claude, Cursor, Windsurf, Codex.
Context compression plugin for Claude Code. Automatically trims large tool output—JSON, YAML, stack traces, and logs—before it enters the context window.
Thoughtbox is an intention ledger for agents. Evaluate AI's decisions against its decision-making.
A Home Assistant Custom Component that provides an MCP (Model Context Protocol) server using HTTP transport, allowing AI assistants like Claude to interact with your Home Assistant instance over HTTP
Homekit gives any AI agent direct, physical control over Apple Home. Flip lights. Lock doors. Read sensors. Through a single open interface.
국토교통부 건축HUB → MCP 서버. 건축물대장·건축인허가·주택인허가 + 법정동코드 + 한 필지 종합카드·동 단위 통계·노후건축물 분석. 공용키 탑재 remote 커넥터(URL만 등록)
SAP HANA MCP server — Enterprise Model Context Protocol server for SAP HANA. Use with Claude Code, VS Code. npm: hana-mcp-server
Open source MCP hosting - deploy MCP servers to HTTP endpoints for n8n, Dify, Voiceflow, and any MCP client.
MCP Cheat Engine Server — provides safe, structured read-only access to memory analysis and debugging functionality through the Model Context Protocol (MCP). For developers, security researchers, and game modders.
Biologically-inspired persistent memory engine for Claude Code. 26 cognitive subsystems, Hopfield networks, predictive coding, causal discovery, successor representations, all running locally over SQLite.
A curated list of awesome agentic commerce resources — protocols, MCP servers, tools, apps, APIs and services for AI agents that shop, sell and transact. For store owners, developers, agencies and marketers.
Grapheteria: A structured framework bringing uniformity to agent orchestration!
Production-grade GitLab MCP server with 86 tools — full GitLab control from any AI agent (Claude, Cursor, Zed).
Short and sweet example MCP server / client implementation for Tools, Resources and Prompts.
17 MCP query tools for codebase navigation — functions, classes, imports, dependency graphs, change impact. Zero dependencies. 87% token reduction.
Servidor MCP para buscar productos, comparar precios y armar la mejor lista de compra en supermercados chilenos (Jumbo, Santa Isabel, Unimarc, Tottus, Lider) desde Claude o ChatGPT. 100% local.
Embeddable MCP stdio → HTTP bridge with background jobs & live dashboard. Survives Vercel/Cloudflare 30s timeouts. Now scales to 100+ users.
RuvNet Brain — a downloadable, source-grounded brain for Claude Code over Reuven Cohen's (rUv's) RuvNet stack: RuVector/RVF, Ruflo, AgentDB, RuLake, SPARC + 21 building blocks. Grounds Claude in real source via one MCP tool (search_ruvnet), so it builds with the stack instead of drifting off it.
Interactive documents from Markdown. Extends MD with forms, approvals, webhooks, and more — built for next gen apps
A Model Context Protocol (MCP) server implementation exposes document processing capabilities through natural language, supporting both direct human interaction and AI agent tool calling.
A modern desktop application for managing Model Context Protocol (MCP) servers across multiple AI agents
Fast, elegant SSH connection manager with a TUI dashboard and MCP server
Codebase Context gives AI agents understanding of your codebase through semantic code search, team conventions, patterns, and memory, so they use fewer tokens, spend less time, and produce better, more familiar output.
MCP server for Apple Mail - read, search, send, and manage emails via Claude and other AI assistants
MCP server that connects AI agents to your running Neovim instance via msgpack-RPC — no plugins required.
Git-native context engineering CLI and MCP server for AI coding agents. Keep specs, ADRs, rules, plans, and project knowledge in Git.
Node.js/TypeScript MCP server for Atlassian Confluence. Provides tools enabling AI systems (LLMs) to list/get spaces & pages (content formatted as Markdown) and search via CQL. Connects AI seamlessly to Confluence knowledge bases using the standard MCP interface.
Local memory infrastructure for AI agents. Store knowledge and skills in isolated vaults you compose, control and query.
Secure, self-hosted MCP server for Pipedrive CRM with v2 read tools, optional preview-first writes, stdio/HTTP transports, and Docker support.
A Model Context Protocol (MCP) server that enables AI assistants to interact with Kubernetes clusters. It serves as a bridge between AI tools (like Claude, Cursor, and GitHub Copilot) and Kubernetes
MCP server for Claude Code × Kimi K2.5 (256K context) — delegate bulk codebase analysis to Kimi, save 90% on token costs. Session caching, parallel agents, TypeScript.
Universal MCP to LSP bridge - expose Language Server Protocol capabilities as MCP tools for AI agents
Give any AI agent a disposable email inbox in one tool call. MCP server for email verification, auth flows, and testing.
MCP server: delegate heavy-token tasks from Claude Code to DeepSeek, Kimi, GLM, Qwen, Grok, or any OpenAI-compatible model. Mix providers per task, cost receipt on every call. Zero dependencies.
🚀 MCP aggregator for batching multiple tool calls into a single request. Reduces overhead, saves tokens, and simplifies complex operations in AI agent workflows.
239 evaluated academic Claude/agent skills across 17 research domains (bioinformatics, data science, clinical, social-science methods, Turkish academia & more). Executable eval per skill, deterministic citation verifier, research→write→review→publish pipeline, and a skill-finder front door. Claude Code, Cursor, Codex, Gemini CLI & Copilot.
Claude Code & Codex plugin for Simulator.Company — a Go MCP server exposing the platform REST API plus skills for actors, graphs, forms, and financial accounts.
NSE BSE Indian Stock Market Data MCP server — search, screen & analyze all 8,200+ NSE/BSE stocks with 34 tools: live quotes, financials, technicals, 326-ratio screener, FII/DII flows, IPOs & portfolio tracking. Works with Claude, ChatGPT, Cursor & any MCP client | tapetide.com
CLI-first MCP server for composer-based Kirby CMS projects — inspect blueprints/templates/plugins, interact with a real Kirby runtime, and use a bundled Kirby knowledge base.
Open-source cookbook for the Stormy Social Data API and MCP server (Model Context Protocol) — one REST API for the TikTok API, YouTube API, Instagram API, LinkedIn API, X (Twitter) API and Reddit API. Search creators, resolve profiles, read posts and find verified emails from Claude, Cursor, Codex, ChatGPT or curl. One key, no scrapers.
Open-source AI agent orchestration platform — self-hosted mission control for autonomous multi-agent systems. Visual DAG workflows, 450+ MCP tools, human-in-the-loop approvals. Works with Claude, GPT-4o, Gemini, Ollama, Codex.
MCP server for Z-Library: search, download, and process books into RAG-ready text for AI assistants (Claude Code, Claude Desktop, Cline, RooCode)
MCP server for App Store Connect API - 502 tools for apps, builds, TestFlight, subscriptions, Xcode Cloud, and more from Claude, Cursor, VS Code, or any MCP client
Roblox Studio MCP server & plugin for Claude Code, Cursor, Codex, and Gemini. AI-powered scripts, terrain, assets, lighting, and bidirectional project sync.
MCP server that teaches AI models to generate interactive visualizations — charts, diagrams, mockups, and more.
Multi-core, Tokio-native orchestration for LLM pipelines.
The Control Plane for MCP — secure vault, managed runtime, audit trail, and policy-based approvals.
Connect Claude and ChatGPT to KDAN PDF — upload, edit, compress, protect, redact, and compare PDFs in chat.
A CLI tool for quickly scaffolding Model Context Protocol (MCP) server applications with TypeScript support and modern development tooling
基于 Model Context Protocol 的微博数据接口服务器 - 实时获取微博用户信息、动态内容、热搜榜单、粉丝关注数据。支持用户搜索、内容搜索、话题分析，为 AI 应用提供完整的微博数据接入方案。
AI agent skills for building, operating and troubleshooting Apache Kafka applications. Topic audit, consumer lag, schema review, security, connectors and DLQ
MCP server for agentic AI-assisted development in SAP BW/4HANA
A Model Context Protocol server that validates and renders Mermaid diagrams.
Read/write MCP server for Intervals.icu — training data, planning, and structured workout generation.
Device Context Protocol — bridge LLM agents to physical devices. Sub-50-byte frames, 27.6KB flash / 0.6KB RAM measured on ESP32, capability-scoped and safe by design. Complementary to MCP. Paper: arXiv:2605.26159
Apple Mail MCP server with full-coverage FTS5 body search. Reliable on large mailboxes where AppleScript-based servers timeout.
A Model Context Protocol (MCP) server that enables Claude Desktop to check domain availability across 50+ TLDs. Features DNS/WHOIS verification, bulk checking, and smart suggestions. Zero-clone installation via uvx.
mcp server to run scripts on adobe illustrator
Crawlbase MCP Server connects AI agents and LLMs with real-time web data. It powers Claude, Cursor, and Windsurf integrations with battle-tested web scraping, JavaScript rendering, and anti-bot protection enabling structured, live data inside your AI workflows.
OCTAVE protocol - structured AI communication with 3-20x token reduction. MCP server with lenient-to-canonical pipeline and schema validation.
Evernote MCP server - allows LLMs that support MCP (like Claude Desktop) to query your notes in Evernote
RunAPI MCP server for model discovery, pricing lookup, media task creation, and balance checks.
MCP Codestyle Server 是一个基于 Spring AI 实现的 Model Context Protocol (MCP) 服务器，为 IDE 和 AI 代理提供代码模板搜索和检索工具。该服务从本地缓存查找模板，并在缺失时自动从远程仓库下载元数据和文件进行修复。
Turn a one-line idea into a branch with tested, reviewed, committed code. The brainstorm-to-commit pipeline for Claude Code.
An MCP server that integrates Wireshark/tshark with AI tools and IDEs. Capture live traffic, parse .pcap files, apply display filters, follow streams, and export JSON - all via Claude Desktop, VS Code, or CLI. Cross‑platform, typed, tested, and pip‑installable.
Create keyframe animations from hand-drawn Excalidraw diagrams — timeline editor, camera animation, sequence reveals, and an MCP server for AI-driven creation with real-time live preview Export as MP4, WebM, GIF, or animated SVG.
MCP server enabling LLMs to interact with Garmin Connect - activities, health metrics, sleep data, and training analysis
CometChat docs search + implementation bundles: add chat, voice, video & moderation to your app through your AI coding agent.
Production-grade AutoCAD MCP server for AI agents — 122 tools, dual COM (live AutoCAD) + headless ezdxf engines, ISO GD&T and dimension-tolerance validation for CAD automation.
Official Postmark MCP server by ActiveCampaign — 24 tools to send, template, search, and diagnose transactional email from Claude, Cursor & other AI assistants.
AI-assisted FPGA development across AMD Vivado, Anlogic TangDynasty, and Intel Quartus.
Give Claude semantic memory of your Obsidian vault — local semantic search over Smart Connections embeddings via MCP. Multi-vault, block-level, 100% private.
Production-shaped MCP server for Blender with goal-first routing, curated tools, deterministic verification, and vision-assisted 3D modeling workflows.
Structured, auditable AI-assisted development for teams. Zero-dependency MCP server, web dashboard, and multi-provider AI CLI support.
Local MCP server for stateful, fail-closed Logic Pro control and live project readback.
Open-source deep research MCP. Qwen3-30B-A3B-Thinking via OpenRouter, cited web synthesis for Claude Code, Codex, Cursor, Hermes and any MCP-compatible agent.
🔓 UNLEASH ILSpy'S POWER. Reverse-engineer DOTNET code at GOD SPEED. AI-assisted debugging that THINKS with you. Decompile ANYTHING. 🚀
A tiny MCP stdio server that exposes DeepSeek as a cheap supervised worker for Claude Code, Codex, or any MCP client.
MCP Tools for Unity Particle System — create and edit particle effects with AI.
Production-grade MCP server for MikroTik RouterOS with secure AI-native network automation.
MCP server for managing Apache Superset — 128+ tools for dashboards, charts, datasets, SQL Lab, access control
KIPRIS 특허·실용신안·상표·디자인 검색 MCP — 자유검색/항목검색/출원인/권리자/서지상세 7개 도구 | KIPRIS Korean patent·utility·trademark·design search → 7 MCP tools
Model Context Protocol server for Playwright with Chrome DevTools Protocol support
Pure mathematics for agents: search for examples and counterexamples, compute exactly, and independently check what a result proves.
Open-source metasearch backend, MCP server, and AI search API for LLM agents. Python FastAPI search gateway with Google search via SerpBase and Serper, multi-engine search aggregation, structured JSON output, provider fallback, deduplication, and SearXNG alternative architecture for agent workflows.
The bridge for remote MCP — seamless OAuth, resilient auth recovery, production-grade reliability
Bidirectional bridge between Claude Code and OpenAI Codex CLI. Built on Claude Code Channels. Two AI agents, one conversation, real-time web UI.
Persistent long-term memory for Claude Code via MCP — captures coding decisions, bugfixes, and context across sessions. Hybrid FTS5 + TF-IDF search with episode batching. Single SQLite DB, no external services. Alternative to claude-mem with 600x lower cost.
One endpoint in front of unlimited MCP servers and REST APIs. The agent sees a fixed ~15-tool surface however many you connect, so tool-list token cost stays flat (about 89% less on a 100-tool stack) and the savings climb as you add more. Single Rust binary.
Tamper-evident integrity monitor for the MCP config & server files your local AI agents load.
Local-first MCP server that gives coding agents structured context packets, code/schema facts, and diagnostics - backed by a local SQLite store.
Your feedback layer for AI collaboration. Point at anything on your Mac - text, screenshots, web elements, or voice - and your agent reads and resolves your comments over MCP.
From any API surface to verified AI agent tools: Go CLI + MCP + skills + SQLite + policy + proofs.
This project demonstrates how to use AWS Bedrock with Anthropic Claude and Amazon Nova models to create a web automation assistant with tool use, human-in-the-loop interaction, and vision capabilities.
AI-ready MCP server for KiCad: automate schematic, PCB, ERC/DRC, DFM, BOM and manufacturing review from Claude, Cursor, Copilot and other AI agents.
⚡ Control Apache Airflow with natural language via MCP. Chat with your workflows using Claude, GPT, or any LLM — no REST API calls needed. Supports Airflow 2.x (43 tools) & 3.0+ (45+ tools).
Elevate your AI assistants (like Claude & Cursor) into autonomous cybersecurity experts. Pentester-MCP integrates 200+ pentesting tools via the Model Context Protocol (MCP) using a secure Docker sandbox.
Give your AI assistant real web search, full-page reading, and multi-source research with citations that are never fabricated.
Start a run in your terminal and walk away. Get pinged when it finishes, or needs you. Every step is a readable trace you check before anything ships.
Outcome-based persistent memory MCP server for Claude Code and OpenCode. Good advice promoted, bad advice demoted. pip install roampal.
[L0 CONSTITUTION] arifOS — constitutional MCP kernel. Law, identity, F1–F13, VAULT999. Judges but never executes. DITEMPA BUKAN DIBERI.
ClickUp MCP Server - Integrate ClickUp project management with AI through Model Context Protocol
MCP Workspace Server: A secure Model Context Protocol server providing file, git, and GitHub tools for AI assistants within a sandboxed project directory.
This text introduces the Model Context Protocol (MCP) for AI interaction, exploring Google Apps Script (GAS) as a server option. It shows feasibility with a sample but notes the lack of a GAS SDK, aiming to encourage understanding and development.
Async dynamic CRUD framework for Django Ninja — built-in auth, filtering, pagination, automatic serialization, and MCP tools for AI agents.
Awesome list of MCP servers for interacting with hardware and the physical world.
OpenHermit is the open-source platform for deploying fleets of AI agents as production services — durable state, sandboxed execution, managed at scale, and the channels you already use.
Build your own AI hedge fund with Claude, Codex, Cursor & OpenClaw. The agent-native skills directory for Trader Dev MCP — write Pine Script, backtest crypto strategies, optimize parameters.
MCP server for Cosense (Scrapbox) — read, search, create, and edit wiki pages from Claude and other AI agents. Also works as a CLI and Claude Code plugin.
MCP server for searching secondhand marketplaces — Facebook Marketplace, eBay, and Depop. Works with Claude Desktop, Claude Code, and other MCP clients.
AI-Powered Offensive Security Research Engine - desktop-native security testing platform with native MCP integration. 90 tools, MITM proxy, stealth browser, autonomous AI agent. Built on Tauri + Rust + React.
A Model Context Protocol (MCP) server for platform-agnostic file capabilities, including advanced search/replace and directory tree traversal
Open-source, self-hostable markdown team wiki with a built-in MCP server — so AI agents read, write, and search your docs as first-class teammates. Live multiplayer, semantic + full-text search. Go + PostgreSQL + React/Milkdown.
MCP server para el BOE 🇪🇸 — Acceso a legislación consolidada, sumarios diarios y tablas oficiales del Boletín Oficial del Estado mediante Model Context Protocol y API REST.
Browser automation MCP server for Claude, powered by Puppeteer.
Generate and validate ISO 20022 payment files (pain.001 v03-v12, pain.008) from CSV, SQLite, JSON, or Parquet. XSD and SEPA scheme validation, pain.002 and camt.053 parsers and builders, plus a CLI, REST API, MCP server, and LSP server for editor diagnostics. 🐍
Open-source AI development assistant via Model Context Protocol (MCP). Turn Claude or any LLM into your personal coding assistant. Privacy-first with local semantic search, AI-assisted editing, persistent memory, and quality-checked code generation. Built for Python & React. Free alternative to paid AI coding tools.
X/Twitter research MCP for Claude, Cursor, Windsurf and any MCP-compatible AI agent
Your codex login → a full ChatGPT Plus/Pro account (every model, deep research, image gen, code exec) inside Claude Code, Codex & any MCP client. One-line install.
🚀 AI-Powered Windows Automation Server using Model Context Protocol (MCP) | Control Windows apps, automate tasks, and manage systems through natural language commands with Claude, ChatGPT & other AI assistants | 80+ automation tools
MCP server + Chrome extension that gives AI agents control of your real browser with existing sessions and logins
MCP Tools for Unity ProBuilder — model and edit meshes with AI.
A Model Context Protocol (MCP) server and app for creating Datawrapper charts using AI assistants.
Control Ableton Live with AI - 200+ tools via MCP, REST API, and Max for Live. Works with Claude, Ollama, OpenAI, Groq.
A comprehensive and efficient MCP server for task management with multi-format support (Markdown, JSON, YAML)
Master AI prompting for business innovation. O'Reilly Live Learning course by Tim Warner covering ChatGPT, Claude, Copilot, and enterprise prompt engineering with MCP implementation.
Describe it or draw it — Kiln makes it real. The open-source MCP server for 3D printing: AI agents (Claude, Codex, Cursor, or any MCP client) design, generate, slice & print on Bambu Lab, Creality, Prusa, Elegoo, Klipper/Moonraker, OctoPrint, Duet/RepRapFirmware & any Marlin printer.
Reduce Claude Desktop consumption by 10x - Integrate Google's Gemini or Z.ai's GLM-5 (744B params) with Claude via MCP for intelligent task delegation
mTarsier - The Open Source MCP & Skill Manager for Claude, Cursor, VS Code & any AI client.
One command to install, heal & prove ruflo (claude-flow) + agentic-qe + RuvNet Brain — plus ambidextrous Claude/Codex/OpenCode host routing, a host-neutral execution runner, and a live local dashboard. Thin, reversible, cross-platform.
An AI-native molecular biology workbench for Claude Science: Claude opens sequence files and prepares analyses on request; you annotate, align, and review them in an interactive workspace.
Self-hosted MCP server connecting Claude to Odoo 15→19 — 197+ tools, multi-tenant, Bulgaria l10n
AI-powered music production and post-production in REAPER via MCP — 172 tools for composition, mixing, mastering, batch editing, audio QC, and ReaScript automation.
Open-core registry of animated React components, blocks, design systems, and templates. Real, editable code: install with one shadcn CLI command or let your AI agent pull it over MCP.
MCP server for Kaseya Autotask PSA — 39 tools for companies, tickets, projects, time entries, and more
Huly MCP and CLI: Feature-complete MCP server and CLI for Huly platform
Build beautiful games with high-quality 3D assets using Thrixel and Claude Code.
Searchable football data provider documentation for AI coding agents. Like Context7 for football data.
Heimdall — MCP server for the Apple App Store Connect API and App Store Server API (StoreKit 2). 883 tools across 13 profiles, generated from Apple's official OpenAPI spec, plus review triage and reply drafting that runs on your own model, and confirm-before-write safety. Works with Claude, Codex, Cursor and any MCP client.
Model Context Protocol (MCP) server for go-zero framework - Generate APIs, RPC services, and models with AI assistance.
Android keyboard with local AI (Ollama, Whisper, MCP) or cloud (Gemini, Groq, OpenAI)
MCP server implementation for Keycloak user management. Enables AI-powered administration of Keycloak users and realms through the Model Context Protocol (MCP). Seamlessly integrates with Claude Desktop and other MCP clients for automated user operations.
DevContext is a cutting-edge Model Context Protocol (MCP) server designed to provide developers with continuous, project-centric context awareness. Unlike traditional context systems, DevContext continuously learns from and adapts to your development patterns and delivers highly relevant context providing a deeper understanding of your codebase.
MCP server for Help Scout - search conversations, customers, organizations, reports, and Docs with AI agents, plus opt-in writes for drafting replies and triage
A Streamlit-based chat app for LLMs with plug-and-play tool support via Model Context Protocol (MCP), powered by LangChain, LangGraph, and Docker.
Keep Claude Code context clean. Open-source toolkit: drift detection, re-read dedup, integrity scoring, AST-aware reads, 15 MCP tools. 62.6% measured savings, reproducible.
Open library of legal AI skills (SKILL.md) for MCP-compatible agents — 39 jurisdictions, 200+ plugins, Apache-2.0.
Yahoo Fantasy Football MCP server for Claude Desktop - Advanced lineup optimization, draft assistance, and league management. Built using Claude Code.
Lightweight Python Notebook MCP - Enable AI assistants to create, edit, and view Jupyter notebooks via Model Context Protocol
让AI助手直接分析你的Grafana监控数据 - A Model Context Protocol server for Grafana data analysis
Caelune (凯露恩) — Local-first retrieval for private Markdown, PDF, and Tika documents, with a Windows desktop app and read-only MCP server.｜本地优先的私人知识检索工具。
MCP server for Amazon SP-API — connect Claude to Seller Central for sales, inventory, orders, fees, and analytics. LWA-only auth, no AWS credentials required.
A curated list of excellent Model Context Protocol (MCP) servers.
⚡ CloakBrowser MCP server for AI agents: Playwright-powered browsing, clean tool forwarding, Docker support, and multi-session HTTP transport.
Enterprise-grade Rust implementation of Anthropic's MCP protocol
Ontology-based MCP server that analyzes database schemas (PostgreSQL, Snowflake, ClickHouse, Dremio) and generates RDF/OWL ontologies with SQL mappings for fan-trap-free Text-to-SQL.
IDE-style navigation for structured data — code, JSON, YAML. Jump to definitions, find callers, follow references. Available as an MCP server or a mounted folder.
Open-source AI Agent platform — 80+ MCP tools, 7 channels (Slack/Discord/LINE/Telegram), Rust + Python. Self-hostable Claude/GPT alternative for production multi-LLM systems.
An integration that allows Claude Desktop to interact with Spotify using the Model Context Protocol (MCP).
Dynamic FastMCP extends the Model Context Protocol Python server with context-aware tools that adapt their behavior and descriptions based on user, tenant, and request context.
The official FastMCP TypeScript library for building MCP servers, clients, and apps 🏎️ 🏎️ 🏎️
Local-first workspace for Claude Code, Codex CLI, and Gemini CLI with sessions, analytics, workflows, and tools
OSINT intelligence MCP server for AI agents — 37 tools, 12 sources. Shodan, VirusTotal, Censys, SecurityTrails, DNS reconnaissance, WHOIS, certificate transparency, BGP routing, Wayback Machine, GeoIP. Automated open source intelligence and attack surface mapping via Model Context Protocol.
🛍📦 Unofficial Amazon Model Context Protocol Server (MCP) - Search products and purchase directly from Claude AI! ✨
MCP server for the OpenAlex API — search 240M+ scholarly works, analyze citations, track research trends, and map collaboration networks
Every AI coding session on your machine, in one TUI: browse, search, resume, branch — and convert conversations between Codex, Claude Code and more.
MCP server and CLI tool for interacting with the Internet Archive's Wayback Machine
Persistent memory graph for AI agents. Facts, decisions, entities, and relationships that survive across sessions, tools, and providers. MCP server — works with Claude, Cursor, ChatGPT, and any MCP client.
The definitive MCP server for Scrivener — connect your novels, screenplays, and manuscripts to Claude, ChatGPT, and any AI assistant. 53 tools: document management, writing analysis, content enhancement, offline semantic search, and character/plot tracking.
Make AI coding agents safe to scale autonomously: assign work, cap spend, enforce policy, verify output, roll back failures, learn from loops, and prove ROI across every repo.
Turn your data into interactive dashboards inside any AI client - MCP Apps powered
Fast native Swift OmniFocus MCP server and CLI for macOS. Let AI assistants safely read, update, complete, and organize tasks and projects through documented Omni Automation APIs.
MCP server for Suno AI music generation, lyrics, and cover workflows via Ace Data Cloud.
Local-first MCP server for Google Health API v4 (Fitbit + Pixel Watch) — Claude/Cursor/Hermes
AI assistant built with Streamlit, NVIDIA NIM (LLaMa 3.3:70B) / Ollama, and Model Control Protocol (MCP).
MCP server that turns any video — YouTube, Instagram, TikTok, Loom, X, Vimeo, direct URLs, local files — into transcripts, key frames, OCR text, and metadata for AI agents.
Maya-specific implementation of Model Context Protocol (MCP) for Autodesk Maya, enabling remote control and integration with MCP ecosystem.
Wavelet-based multi-resolution context management for LLMs via MCP
MCP server for spatial transcriptomics analysis through natural language interfaces.
Local-first context ingestion and retrieval for AI tools. SQLite + embeddings + MCP server for Cursor & Claude.
Local-first static analysis that turns source code into deterministic, source-grounded workflow maps for coding agents via MCP.
학교알리미 공시정보 MCP 서버 + CLI — 학부모가 내 아이 학교의 급식·학생수·수행평가 계획을 쉽게 확인 (OpenAPI + kordoc hwp 파싱)
An MCP server for parallel browser automation by AI agents with multiple cloud providers
Agent-driven Adobe After Effects automation. MCP server + CEP plugin enabling Codex/Cursor/Claude Code to drive AE through 30 ae.* tools.
MCP bridge that lets Claude Code delegate heavy tasks to the Antigravity CLI (agy) — purpose-built tools, model routing with fallback, session continuity, and output truncation to save Claude's context and tokens.
Streamable HTTP remote MCP for Upvote.club. Part of upvoteclub/upvote-club-mcp-* family — see core repo for all packages.
The Web Access Gateway for AI Agents — 52 channels, 92 MCP tools, 9 SDKs, self-healing backends, async Rust
Add integrations like semantic search and custom Templater prompts to Claude or any MCP client.
AI浏览器 MCP Server — Windows 本地浏览器自动化 | 243 工具 | Cursor/Claude/Cline | Web Scraping · JS逆向 · CDP断点 · 指纹伪装 · 填表RPA | FBrowser CEF 内核 | MIT 开源
MCP server for reading and editing Word (.docx) documents with track changes, comments, footnotes, and structural validation
A universal MCP (Model Context Protocol) server to integrate any API with Claude Desktop using only Docker configurations.
MCP server to control REAPER DAW with AI. 176 tools for mixing, mastering, MIDI composition, and full music production.
Unify every AI agent on ONE local shared memory over MCP. Obsidian vault + gbrain (by Garry Tan) + Ollama. 100% offline, $0 API. Orchestrate with OpenClaw or Hermes.
57-tool supervised Meta Ads MCP server for Claude Code. Open-core: full CRUD, multi-asset ads, targeting, diagnostics, safety gates. Premium adds 41 tools: optimization engine, vault intelligence, copy generation.
AI-native construction estimating platform for intake, takeoff, pricing, scheduling, knowledge, and quotes.
Your local-first AI ad ops crew. Works with Claude Code, Cursor, Codex & Gemini.
A Model Context Protocol (MCP) integration that provides Claude Desktop with autonomous browser automation capabilities. This agent enables Claude to interact with web content, manipulate DOM elements, execute JavaScript, and perform API requests.
🎬 The FIRST MCP server for Kling AI video generation! Generate stunning AI videos directly from Claude.
Multi-driver TUI database client with a built-in MCP server. Six databases (postgres, mysql, sqlite, duckdb, clickhouse, mssql), vim editing, Lua + WASM plugins, schema diff, audit log.
Model Context Protocol (MCP) Gateway & Registry - Central hub for managing tools, resources, and prompts for MCP-compatible LLMs. Translates REST APIs into MCP, builds virtual MCP servers with security and observability, and bridges multiple transports (stdio, SSE, streamable HTTP).
MCP server for Linux desktop GUI automation on KDE Plasma 6 Wayland -- 30 tools for virtual and live sessions
Automated AI code reviews powered — webhook-driven, real-time dashboard, MCP integration, smart queue with deduplication, multi-agent audits, and iterative follow-up reviews for GitLab MRs and GitHub PRs
MCP server for Kali Linux penetration testing - 130 tools for AI-assisted security testing - Giving Agents access to full pentesting tools
Talk to your self-hosted Actual Budget from any MCP client: a remote HTTP server for LibreChat/LobeChat or a local stdio process for Claude Desktop, with 71 tools for transactions, budgets, rules, and bank sync. No Docker needed for local use.
Self-serve stdio MCP for Upvote.club. Part of upvoteclub/upvote-club-mcp-* family — see core repo for all packages.
MCP Apps with task progress UI for Upvote.club. Part of upvoteclub/upvote-club-mcp-* family — see core repo for all packages.
Shared MCP server for Upvote.club Public API. Hub repo — links to local, mcpb, remote, apps packages.
Extract domain knowledge from codebases to reduce LLM token consumption by 20x and time in agentic search by 10x — gathers and makes concepts, naming conventions, and vocabulary queryable via MCP.
Running Microsoft's BitNet inference framework via FastAPI, Uvicorn and Docker.
A Free, Open Source MCP server for dynamic custom persona management with public a GitHub collection of personas, skills, templates, and other elements for AI models.
Claude Desktop .mcpb bundle for Upvote.club. Part of upvoteclub/upvote-club-mcp-* family — see core repo for all packages.
Give AI agents the complete Godot development loop: discover, build, play, observe, debug, fix, and verify from a CLI or MCP client.
一个 MCP Server 连接你的所有数据库，数据库 MCP Server 的瑞士军刀。One MCP Server for all your databases. The Swiss Army Knife of Database MCP Servers.
A GitHub CLI extension that seamlessly runs the github-mcp-server using your existing gh authentication. Eliminates manual PAT setup by automatically retrieving GitHub credentials and launching the MCP server with proper authentication.
Model Context Provider for Amazing Marvin productivity app - Access your tasks, projects, and categories in AI assistants
ИИ-агент (Claude, Cursor) читает данные рабочей базы 1С простым языком, без знания языка запросов — для бухгалтеров и аналитиков; и отдаёт структуру метаданных любой конфигурации — контекст для разработчиков. Бесплатно, только чтение, анонимизация ПДн. Free MCP server: 1C data & metadata for AI.
Open-source platform connecting AI assistants to government open data — MCP server, curated civic MCP directory, and anti-hallucination framework for all 559 Socrata portals
Model Context Protocol (MCP) server that interacts with a Debugger
Collaborative application security testing between humans and agents via CLI and MCP
The operating system that AI workflows trust. Structure messy inputs. Establish identity. Track provenance. Build the durable data layer your AI workflows need to be trusted, reusable, and auditable.
Skill-first control plane for creative tools: shared MCP/REST runtime, gateway, CLI, marketplace, safety, and observability across studio pipelines.
Recursive Language Models for Claude Code - Infinite memory solution inspired by MIT CSAIL paper
C# MCP server for kernel & user-mode Windows debugging — DbgEng COM, KDNET, Frida, dbgsrv, TTD, and integrated VM control. 29 tools for LLM agents.
A WebView2 UI framework for foobar2000 - build the entire player in web tech (Vue/React) with native Windows 11 Mica/Acrylic effects. Ships a TypeScript SDK and an MCP server for AI agents.
Agentic-MCP, Progressive MCP client with three-layer lazy loading. Validates AgentSkills.io pattern for efficient token usage. Use MCP without pre-install & wasting full-loading
Universal MCP server for AI agents to interact with any* blockchain via natural language and plugins. Supports swaps, bridges, gas, staking, lending, and more across Ethereum, Arbitrum, Base, Polygon, BSC, and testnets.
Calibre library automation via FastMCP — metadata, shelves, RAG-friendly export. Companion to Calibre, not a replacement. For Cursor / Claude Desktop.
📰 An automated, multi-agent research ops AI pipeline that gathers daily AI news, synthesizes it into structured briefings, and delivers them to tools like Notion, Obsidian, Slack, and Teams with zero manual effort. It also supports on-demand deep research on any topic using parallel AI agents and a modular plugin ecosystem.
Lightweight open-source visualiser for India admin boundaries — pick a layer, view, download parquet
Code-MCP: Connect Claude AI to your development environment through the Model Context Protocol (MCP), enabling terminal commands and file operations through the AI interface.
Record any browser page as GIF or video via MCP — powered by Playwright + ffmpeg
Optimize any AI agent’s skills, tools/MCP, and prompts against your own evals.
A Model Context Protocol (MCP) server for Zammad integration, enabling AI assistants to interact with tickets, users, and organizations.
The universal interface layer between AI agents and humans. Generate rich UIs on demand via MCP.
The semantic layer for software engineering: Connect code to meaning, build on understanding
MCP server connecting AI agents to ITASCA FLAC — run continuum simulations through natural conversation
AI 測試大師 — MCP server driving pytest / Jest / Cypress / Go / Maestro. Analyze, generate, run, advise. Web + Mobile (iOS/Android/BlueStacks).
TON MCP server for Claude, ChatGPT, Cursor, Codex and any MCP client — liteserver queries over native ADNL: balances, account state, transaction history, get-methods. Private & archive endpoints supported
Track brand mentions across Perplexity, ChatGPT, Claude & Gemini AI search inside any MCP agent. GEO scoring, share of voice, citations, competitors.
Native macOS markdown preview + MCP server for Claude Code. Swift/SwiftUI, GFM, Mermaid, syntax highlighting. No Electron.
Vaaya MCP server — pay-per-call agent superpowers: media & video generation, product demo videos, web search & scraping, deep/market research, GTM & sales enrichment, code sandboxes, browser automation, email, memory. No API keys.
Provides summarised output from various actions that could otherwise eat up tokens and cause crashes for AI agents
Detects what your AI doesn't know about your project and fixes it. Post-training gap detection, runtime context injection via MCP.
Let AI agents do real WordPress work via MCP. 61 core abilities, 12 add-ons, 280+ ecosystem abilities for content, builders, SEO, security, files, and operations.
Self hosted Wiki + Jira-style AI native issue tracker on Cloudflare Workers
AI bridge for Unreal Engine 5. Control the editor from Claude Code, Cursor, Windsurf, and any MCP client. Community edition of CodeFizz Editor Agent, which has 900+ commands across 28 categories on UE 5.6, 5.7 and 5.8.
Local-first, auto-injecting context + memory layer for Claude Code, Codex and MCP. Per-prompt hook injection, explicit freshness/Trust Contract, AST indexing, call graphs, hybrid search, wiki + architecture dashboard. Everything stays on your machine.
面向 WebMCP 标准的非侵入式前端集成套件：写一个普通 TS 函数加一段 JSDoc，即可被任意 MCP 客户端调用 —— 含 SDK、Vite/Webpack 插件与 AI 编码 Skill。
First open-source OpenEvidence MCP server: browser-session medical research tools for Codex, Claude Code, and MCP clients
One command installs 670+ security tools on Linux & Termux. Its authorization-gated MCP server works with Claude Code, OpenCode, Codex, Gemini CLI, Ollama-backed agents and other MCP clients. Includes 870+ agent skills for CTF, pentesting, bug bounty, DFIR and red/blue teams—companion by default, autonomous when asked.
Persistent, local memory for developers and their coding agents. Records commands, output, errors, and the fixes that worked into SQLite and serves them over MCP.
Agent-native Stata bridge for empirical research — run DiD/IV/RDD and publication-ready tables from Claude Code, Jupyter, or VS Code on one token-economy result schema, with StatsPAI cross-validation. | 面向实证研究的智能体 Stata 桥接器——在 Claude Code、Jupyter、VS Code 中用一套省 token 的结果格式跑 DiD/IV/RDD 与出版级表格，并支持 StatsPAI 跨栈交叉验证。
🏛️ Memory System for AI Coding Tools - Never explain your codebase again. MCP server with perfect project isolation, 95.8% context accuracy, and the Four Pillars Framework.
Agent Interface Compiler — One command. Every agent speaks your product. Transform OpenAPI specs into MCP Servers, Skills, CLAUDE.md, AGENTS.md, and more.
MindBridge is an AI orchestration MCP server that lets any app talk to any LLM — OpenAI, Anthropic, DeepSeek, Ollama, and more — through a single unified API. Route queries, compare models, get second opinions, and build smarter multi-LLM workflows.
A Model Context Protocol (MCP) server to interact with your SilverBullet notes and data.
Give your AI agent a wallet, email, phone number, and instant access to paid MCP tools — web search, image/video/music gen, X search, SMS, voice calls, code execution, and more. Works with Gemini CLI, Claude, and any MCP client.
AppControl MCP is a local server connecting AI agents and IDEs like Claude, Cursor, and Windsurf to system history provided by the AppControl desktop app. Ask which apps used CPU, GPU, RAM, or disk, and what caused slowdowns, heat spikes, or webcam, mic, and location access. Built for deep historical monitoring and useful real-world PC insights.
A MCP server (Streamable HTTP) for asking user questions via a web interface, inspired by the Claude Code AskUserQuestion Tool.
The AI-native wire format for structured data. 100% comprehension on every frontier model. 50-92% fewer tokens than JSON. 43B+ lossless round-trips across 17 formats. Spec v3.4 Stable.
MCP server for semantic search using local Qdrant vector database and OpenAI embeddings
Live Web Access for Your Local AI — Tunable Search & Clean Content Extraction
A Java MCP (Model Context Protocol) server that wraps JDTLS (Eclipse JDT Language Server) using LSP4J to provide Java IDE features to AI assistants like Claude.
Multi-session IDALib MCP router for coding agents. Analyze multiple binaries in parallel with IDA-compatible reverse engineering tools.
Stockfish-powered chess coach that explains your mistakes in plain English.
Markdown-first Notion for AI agents -- pages, databases, blocks, and comments in one call.
Verifiable and free cloud compute for AI agents. webMCP + MCP native. Check out our sandboxed Beta + research in the README
Local-first Model Context Protocol (MCP) memory layer for Codex CLI/Desktop, Claude Code, Gemini CLI, Qwen/DeepSeek/Ollama and agent workflows. SQLite + FTS5 compact context packs, token savings, read-only mode, no external memory server.
React hooks for exposing your app's functionality as WebMCP tools - transport-agnostic, SSR-safe, Strict Mode safe, W3C spec-aligned
MCP server for EasyEDA Pro: PCB inspection, BOM sourcing, manufacturing export, and AI-assisted hardware review.
bhived is an MCP server that gives AI agents shared memory, skills, and tool discovery. install once, works in Claude Code, Cursor, and 15+ other agents.
A simple note-taking MCP server for recording and managing notes with AI models.
A comprehensive Model Context Protocol (MCP) server that provides access to the AlphaFold Protein Structure Database through a rich set of tools and resources for protein structure prediction analysis.
Live context engine for AI agents: resolve verified workspace state before the context window opens. Pairs with Perseus Vault for persistent encrypted memory. Local-first, MIT. pip install perseus-ctx
An open source implementation of the Claude built-in text editor tool
Framework-aware Starwind UI v3 tools for Astro and React setup, components, docs, and migration.
AI companion for FIFA World Cup 2026 — 18 tools covering matches, teams, venues, city guides, fan zones, visa info, head-to-head records, and more. Works with Claude, ChatGPT, Cursor, and Telegram.
Apple Icon Composer CLI & MCP server: create and manipulate .icon bundles and images with Liquid Glass rendering
TVControl by Ferrox Labs — TradingView MCP System. AI remote control for TradingView Desktop. 88 MCP tools driving symbols, indicators, Pine, snapshots, sweeps, replay, and live chart vision. All local, zero cloud calls.
MCP server for Apple services — Mail, Calendar, Contacts, Reminders, Notes, Messages, Safari — via AppleScript (local) or iCloud IMAP/CalDAV/CardDAV (cloud)
The Proxmox MCP you can hand the keys. All four products: PVE, PBS, PMG, PDM.
Formula workbooks for Node services: edit inputs, recalculate formulas, read outputs, persist WorkPaper JSON, and expose MCP tools.
Demo of ADK (Agent Development Kit) as an MCP (Model Context Protocol) client for flight search capabilities.
MCP server for Elgato Stream Deck control — set buttons, manage pages, wire actions
MCP server providing systematic thinking, mental models, and debugging approaches for enhanced LLM problem-solving
MCP server enabling LLMs to interact with Intervals.icu - training data, wellness metrics, performance analysis, and workout planning
Whole-codebase knowledge for AI coding agents. A field-aware code graph (functions, classes, methods, fields, references) plus persistent memory. Rust, Postgres + pgvector, MCP.
MCP server for Ansys Electronics Desktop automation with PyAEDT, HFSS, Maxwell, Q3D, Icepak, native AEDT APIs, reports, sweeps, and simulation workflows.
MCP security testing framework for evaluating Model Context Protocol server vulnerabilities
Spec-driven dev workflow MCP for Cursor & AI agents — start_feature/bugfix orchestration, auto Skill+AGENTS bootstrap, memory, GitNexus. npx -y mcp-probe-kit@latest
Universal Contract AI Interface (UCAI) 🔗 ABI to MCP | The open standard for connecting AI agents to blockchain. MCP server generator for smart contracts. Claude + Uniswap, Aave, ERC20, NFTs, DeFi. Python CLI, Web3 integration, transaction simulation. Polygon, Arbitrum, Base, Ethereum EVM chains. Claude, GPT, LLM tooling, Solidity, OpenAI.
让 DCC 工具通过 MCP 协议接入 AI Agent 的桥接框架 | Bridge DCC tools to AI Agents via MCP protocol
Your AI remembers now. Geniuz stores everything in a local database locally on Mac, Windows, Linux, Raspberry Pi. No cloud. No account. No API keys. Nothing leaves your machine. It's open source; you can read every line of code.
Runtime evidence that helps agents trace, profile, and burn down hotspots in application and native code, GPU kernels, and inference stacks.
Telegram bot for Claude Code and Codex CLI with MCP routing, multi-agent orchestration, cron jobs, and access controls.
The open-source one-stop shop for advertising platform APIs, MCP servers, AI agents, and PPC automation. 14 platforms (Google Ads, Meta, Microsoft, Amazon, LinkedIn, Pinterest, Reddit, Spotify, TTD, Criteo). 25+ AI agents. Production tooling for digital marketers and developers.
Multi-account Google Workspace (Gmail, Drive, Calendar, Sheets, Docs) + Slack MCP servers for Claude Code. Setup guide with CLAUDE.md for AI-guided installation.
Simple MCP to give Claude ability to check current time as well as know when holidays are, what is the time distance between dates etc.
MCP server serving Apple Human Interface Guidelines as structured design tokens for AI coding agents — post-WWDC25 system colors, Liquid Glass constraints, SwiftUI mappings.
A comprehensive Model Context Protocol (MCP) server for market sizing analysis, TAM/SAM calculations, and industry research. Built with TypeScript, Express.js, and following the MCP specification.
Smarter reads, safer edits. An MCP plugin that cuts token usage and catches editing mistakes before they hit disk. Supports Claude Code, Gemini CLI, GitHub Copilot, and Codex.
Drive your real, logged-in Chrome from any AI agent (Claude Code, Cursor, VS Code) — works where headless dies. Reads emailed login codes from your Gmail, solves CAPTCHAs, 34 tools. MIT, local-only.
MCP server for Denmark's Aula school platform — TypeScript MitID auth, no headless browser. Exposes profiles, calendar, messages, ugeplaner to AI agents (Claude/Cursor/etc) via Model Context Protocol.
Browser engine for agents. HTML in, structured Semantic Object Model out. Native MCP and AWP with a supported CDP subset. Apache-2.0.
Universal MCP server enabling any LLM or AI agent to utilize expert skills from your local filesystem. Reduces context consumption through lazy loading. Works with Claude, Cline, and any MCP-compatible client.
✨A MCP server that provides intelligent access to the HoloViz ecosystem for humans and AIs.
Open-source MCP server for discovering fast-growing internet conversations with Bubble Agent
Composite MCP server for Godot Engine -- 17 composite tools for AI-assisted game development.
Give your AI assistant secure, read-only access to your bank accounts. MCP server supporting Plaid, Teller, Enable Banking, and Tink.
local-first MCP discovery runtime for agents — search before invoke, reduce prompt bloat, and route to local MCP tools
Excel MCP Server - Manipulate Excel files without Microsoft Excel. Model Context Protocol for XLSX, XLSM with Claude AI integration
MCP server providing read-only access to Quicken For Mac financial data via Claude
MCP server bridging AI assistants to CATIA Magic / Cameo Systems Modeler for SysML/UML model creation, querying, and manipulation
A template repo for writing and publishing local, remote, DXT, and binary MCP servers using Deno.
Curion is a project-local memory layer for AI coding agents, published as an MCP server for Claude Code, Codex, OpenCode, and other MCP clients.
MCP server for Outlook email, calendar, and contacts — let your AI assistant manage your inbox directly from the conversation.
🌉 Local-first Proton Mail MCP and CLI through Proton Bridge. Search, read, draft, send, sync, and act on mail from Claude Desktop or Terminal.
A curated list of MCP servers, tools, protocols, and resources for AI-powered advertising campaign management. Covers Google Ads, Meta, LinkedIn, Reddit, TikTok, Amazon, and more.
Headless Blender automation via FastMCP — 41 portmanteau tools (150+ ops). Batch mesh/VSE/Grease Pencil, VRM, Gaussian splats; optional live bridge. For Cursor / Claude Desktop. React dashboard + Tauri app.
macOS Calendar & Reminders MCP server (29 tools) — native Swift EventKit for Claude Desktop & Code. Events + reminders CRUD, recurring, batch ops, conflict & duplicate detection, per-event timezone, undo/redo, #tags, --cli mode, SwiftUI --setup TCC flow, --self-update. Developer-ID signed + notarized for macOS 26. iCloud/Google/Exchange.
Agent-native disposable email — Cloudflare Workers + Durable Objects, with CLI & MCP. https://smails.dev
MCP server for Indian APIs — GSTIN, IFSC, PAN, UPI, pincode, HSN/SAC. Zero auth. Offline-first. For AI agents.
The infrastructure for the AI economy: primitives for inference, agents, and decisions.
Open-source Lingxing ERP MCP for Amazon sellers: read-only access to sales, ads, profit, inventory, replenishment, and reports. 领星 MCP。
Code Mode MCP server for App Store Connect — 923 endpoints through 2 tools
MCP server for Mendeley reference manager - search, retrieve, and manage your academic library from Claude and other MCP clients
MCP server for Evernote integration with note management and synchronization
Open-source MCP server for secure, low-latency cloud-browser automation on Kernel.
The Most Advanced MCP Server for Godot Editor with execute_code, prompts/resources, project maps, runtime inspection, asset workflows, and safe AI automation.
Put Claude Code, Cursor, Codex, Gemini & Antigravity in one room — real-time multi-agent AI collaboration over MCP for distributed dev, code review, PR handoff & frontend↔backend integration. Free, self-hostable, MCP-native.
Intelligent stealth browser MCP server for AI agents with 30 tools, 22 anti fingerprint scripts, and LLM powered extraction. Works seamlessly with Cursor, Claude, VS Code, and any OpenAI compatible LLM.
Build lightweight MCP servers in plain Java with annotations, generated schemas, and no Spring runtime
Extract documentation for AI agents from any site with llms.txt support. Features MCP server, REST API, batch processing, and multiple export formats.
MCP server + prompt that turns any AI coding agent (Cursor, Claude Code, Cline, Kiro, Windsurf…) into your Digital Twin — generate a project-specific AGENTS.md and give every tool a shared, persistent memory of how you build.
Met Museum MCP integration to discover the art collection at The Metropolitan Museum of Art in New York
Save your Cursor monthly quota! Unlimited AI interactions in one conversation via MCP feedback loop.
A Symfony package designed for building secure servers based on the Model Context Protocol, utilizing Server-Sent Events (SSE) and/or StreamableHTTP for real-time communication. It offers a scalable tool system tailored for enterprise-grade applications.
TouchDesigner MCP server, describe a visual to Claude, Cursor or Codex and it builds a real, playable node network (audio-reactive, generative, particle, 3D, feedback) with live knobs + MIDI/OSC/DMX, then checks for errors and previews its own work.
MCP server for Toggl Track integration with intelligent caching and reporting tools
Convert GitHub repositories to MCP servers automatically. Extract tools from OpenAPI, GraphQL & REST APIs for Claude Desktop, Cursor, Windsurf, Cline & VS Code. AI-powered code generation creates type-safe TypeScript/Python MCP servers. Zero config setup - just paste a repo URL. Built for AI assistants & LLM tool integration.
An experimental, 100% AI-generated, high-performance code intelligence server providing AI assistants with a graph-based understanding of codebases.
Open source GitLab MCP server for AI assistants: 2-tool dynamic find/execute over 850+ GitLab actions (1,000+ Enterprise), stdio/HTTP/OAuth, safe/read-only modes.
The most comprehensive MCP server for Meta's business platform. 200+ tools covering Facebook Pages, Instagram, Threads, Ads Manager, Commerce, Conversions API, Audiences, Insights, and Ad Library.
Production-ready iOS SwiftUI guidance for AI coding agents.
Store, query, and create YAML workflow playbooks for LLM agents via MCP. STDIO or Streamable HTTP.
Ask, compare, and synthesize across 10 LLM providers. Python SDK, CLI, local Arena, MCP, and privacy-aware Best Answer.
Apifox MCP 服务器 - 让 Claude 等 AI 助手通过自然语言管理你的 Apifox 项目，轻松创建、更新和审计 API 接口
AI-powered photogrammetry automation — MCP server for Agisoft Metashape Professional 2.3+. Control the full pipeline (alignment, dense cloud, mesh, texture, DEM, orthomosaic, export) using natural language through Claude or any MCP-compatible AI assistant.
🚀 MCP server for generating Bruno API testing files programmatically. Create collections, environments, requests, and test scripts using AI clients like Claude Desktop.
INFATON MCP Server — 51 tools for 1C:Enterprise ERP via Model Context Protocol (JSON-RPC 2.0). Digital twins, AI agents, BSL.
A Model Context Protocol server providing LLM Agents a second opinion via AI-powered Deepseek-Reasoning R1 mentorship capabilities, including code review, design critique, writing feedback, and idea brainstorming through the Deepseek API.
📄 Professional MCP server for converting 29+ file formats to Markdown - Perfect for Claude Desktop and AI workflows!
A turn-based games app built with Next.js and TypeScript that features Tic-Tac-Toe and Rock Paper Scissors games with AI opponents powered by the Model Context Protocol (MCP), offering three difficulty levels.
Reliability gateway for AI tool output: schema-stable, secret-safe, pagination-complete JSON for MCP and CLI agents.
AI-powered Adaptive Card MCP server — 9 tools for generating, validating, optimizing cards for Teams, Outlook, Copilot, ChatGPT. npm: adaptive-cards-mcp
Codingbuddy orchestrates 29 specialized AI agents to deliver code quality comparable to a team of human experts through a PLAN → ACT → EVAL workflow.
Transform AI agents into orchestrating assistants managing calendars, contacts, and tasks
Connect Claude AI to your Nextcloud via the Model Context Protocol. Browse, search, and manage files through natural conversation.
MCP server + CLI that lets Claude Code agents delegate tasks to agents in other project directories. Multi-agent orchestration: parallel dispatch, sessions, async jobs, agent dialogues.
Professional Gemini API integration for Claude and all MCP-compatible hosts with intelligent model selection and advanced file handling | Smithery.ai verified
CLI and MCP server for discovering and calling Google APIs from agents and scripts.
Production-ready MCP servers for 70+ APIs — GitHub, Google, Notion, Jira & more. Generated from OpenAPI specs, tested against live APIs. Works with Claude Desktop, Cursor, Codex & Claude Code.
AI-powered logo design → SVG → full brand kit. Free, local, MCP-native.
WSP MCP - Free WordPress MCP For Connecting AI Coding Agents
Open-source guardrails between AI agents and FHIR clinical data — PHI redaction, immutable audit, step-up auth, tenant isolation. MCP server + OpenAI/Gemini adapters. A healthclaw.io project.
DockaShell is an MCP server that gives AI agents isolated Docker containers to work in. MCP tools for shell access, file operations, and full audit trail.
Universal autonomous agent framework with ReAct loop, multi-provider LLM routing, reasoning graph, and MCP integration, domain-agnostic for building specialized AI agents.
MCP server for Pancake POS — 23 tools across orders, inventory, CRM, multi-channel commerce. Bun + TypeScript, runs on stdio / HTTP / Cloudflare Workers.
💫 Tachyon MCP Runtime for Java and Kotlin - Model Context Protocol (MCP) server with Streamable HTTP, native Netty transports, tasks, resources, prompts, completions, resumable sessions, and stateless deployment support.
Chinese e-commerce MCP servers — let AI agents read merchant business data (Ocean Engine, Douyin Shop, JD.com, Taobao, Pinduoduo). 电商经营数据 MCP 连接器。
The #1 Obsidian MCP for AI memory — freshness-aware, cited, local-first and read-only by default. Dataview, Bases, PDFs, every agent.
Pinned, tested distribution of upstream Crawl4AI with MCP client setup and deployment guidance.
Unified native desktop UI for Claude Code, Gemini CLI, Hermes, Crush, Codex, and Cursor — multi-agent, MCP-native, written in Rust + GPUI.
Package bug screenshots into AI-ready fix instructions with MCP Server
Turn Any Browser Action & Data Extraction into an AI Tool in 60 Seconds
The Private Agent OS — search files, run AI agents, connect to 10,000+ tools via the complete protocol stack (MCP, AG-UI, A2UI, A2A). Zero cloud. Zero telemetry. On-device inference.
Excalidraw MCP server with real vendor-icon search & insertion (AWS/Azure/GCP/OCI/Kubernetes) for AI-built architecture diagrams — live canvas, 31 tools
Catch up on Slack without reading it. Unreads, threads, search. Browser-session or hosted OAuth. 21 tools.
AI visibility tracker MCP server. Track brand citations across ChatGPT, Claude, Perplexity, Gemini & Google AI Overviews. Self-host on Cloudflare Workers. GEO/AEO.
Swift 6 agent SDK: type-safe tools, streaming, cloud + on-device inference via MLX on Apple Silicon
Generic markdown collection MCP server with FTS5 + semantic search, frontmatter-aware indexing, and incremental reindexing
Model Context Protocol (MCP) server for Amazon Seller Central - Access sales data, inventory, returns, and reports through the Amazon SP-API
MCP server for Brightspace (D2L). Check grades, due dates, assignments, announcements, rosters, syllabus & course content via Claude, ChatGPT, Cursor, Windsurf, or any MCP client. Works with any school. npm: npx brightspace-mcp-server@latest
The most advanced Jenkins MCP server available - Enterprise debugging, multi-instance management, AI-powered failure analysis, vector search, and configurable diagnostics for complex CI/CD pipelines.
Laravel Based Implementation for Model Context Protocol
AI powered automation toolkit which acts as an agent that discovers MCP servers for you. Point it at GitHub/npm/configure your own discovery, let GPT or Claude analyze the API or MCP or any tool, get ready-to-ship plugin configs. Zero manual work.
MCP Server for Dockhand Docker Management - exposes 130+ API endpoints as MCP tools
MCP server for administering a Zigbee2MQTT estate: health reporting, mesh diagnostics, OTA updates, pairing, binding and device options over the MQTT bridge API.
Zero-dependency browser automation CLI. 70+ commands, 10 test assertions, smart commands (click/fill by text — no LLM needed). MCP server for AI agents with 500x fewer tokens. Extract, observe, script runner. 50KB, pure CDP.
Production-ready TypeScript SDK for MCP servers: auth, multi-tenant, observability. Build enterprise AI agents fast.
Codebase context compiler for AI agents. Graph-ranked, token-budgeted, tier-compressed output. Smarter than the existing ones.
Godot AI agent CLI, Skill, and MCP server with structured JSON/schema output — headless scene/script/export automation plus live runtime control.
A Pure-Java MCP Server for JaDX Android Reverse Engineering Tool
Local-first autonomous coding agent that plans, executes, validates, and finishes software tasks end-to-end.
Google Gemini MCP - Use Google's visual, video and chat capabilities in your AI Assistant. Uses MCP Apps to preview created images, landing pages, SVGs and video
A task management Model Context Protocol (MCP) server that helps AI assistants break down user requests into manageable tasks with subtasks, dependencies, and notes. Enforces a structured workflow with user approval steps.
This repository demonstrates how to use AutoGen to integrate local and remote MCP (Model Context Protocol) servers. It showcases a local math tool (math_server.py) using Stdio and a remote Apify tool (RAG Web Browser Actor) via SSE for tasks like arithmetic and web browsing.
AI-native MCP server connecting Claude, Cursor, Windsurf, and other AI assistants to TestRail — manage test cases, runs, and results through natural-language conversation, with typed schemas built for LLMs.
Model Context Protocol (MCP) server for JetBrains TeamCity: control builds, tests, agents and configs from AI coding assistants.
MCP server giving LLMs the ability to design, simulate, and analyze SPICE circuits via LTSpice and NGspice
A curated list of open-source and AI-native (MCP servers, assistant skills, AI cost agents) tooling for cloud cost management and FinOps.
Robot Memory - Persistent memory system for AI robots. MCP Server + hybrid search + spatial retrieval.
OpenStreetMap MCP server providing precision geospatial tools for LLMs via Model Context Protocol. Features geocoding, routing, nearby places, neighborhood analysis, EV charging stations, and more.
The unified web layer for AI agents. Search (8 engines), stealth browse, auth, and act on 24 platforms. One npm install, self-hosted.
Curated Claude and Codex skill collection for local AI workflows, automation, research, and product-building.
MCP server that gives AI assistants direct access to ngspice circuit simulation — design, simulate, and verify circuits through natural language
Run one AWS CLI command across hundreds of AWS accounts in parallel. MCP built in for AI agents.
Public adapters and discovery catalog for Triptych OS (Agent OS): agent frameworks, MCP/A2A/x402 protocols, workflows, wallets, SDKs, and examples for execute-first routing, governed handoffs, and receipt-aware agent commerce.
MCP server with 23 tools for structured code understanding via tree-sitter. 10 languages. 999 tests. One-command install.
Claude Code Manager - sessions, MCP, skills, usage & accounts in your VS Code sidebar. 100% local.
The IoT platform Cloudflare didn't build. Telemetry, realtime dashboards, and automations on Workers + D1 + R2 + Durable Objects — in your own Cloudflare account.
Achieve infinite conversation turns in a single API request via turn-mcp. Self-hosted MCP server with browser console for human-in-the-loop AI agents.
Federated, local-first search for an AI — one query across transcripts, files, knowledge graph, vector store, and the web, fused by trust-weighted RRF. Apache-2.0.
GeneXus 18 MCP server for Claude, Cursor, and AI agents — read, edit, analyze KB objects (transactions, web panels, procedures, SDTs) over the Model Context Protocol.
Private, on-device AI desktop app — GGUF (llama.cpp) & MLX models, a local coding agent, RAG knowledge base, Deep Research, vision and voice. 100% offline, no account, no telemetry. Windows & macOS.
Specialized agents, MCP servers, skills, and a visual dashboard for Claude Code. MIT.
Local-first beat library built for producers — catalog, BPM/key analysis, license tiers & PDFs, tagged-MP3 + loopkit export, and assisted multi-platform publishing. Chat with your catalog via a built-in AI Agent (Claude · ChatGPT · DeepSeek), or wire it to any MCP client. Desktop + web.
Turn your AI agent into your SEO manager - works today with Claude Code, Codex, and Cursor. The open-source alternative to SEObot and Outrank
⚽ 2026 World Cup live scores in your terminal — MCP server, CLI & statusline for Claude Code and Cursor. No API keys. Not affiliated with FIFA or Anthropic.
Turn tab overload into a local-first workspace with intent-first AI organization and Agent collaboration through MCP.
MCP Ecosystem: Docker MCP Toolkit, IDE Configs & Presets for AIOS
Stop building AI agents from scratch. Bootstrap starter Agent app with LangGraph, CopilotKit, and beautiful Generative UIs.
MCP server for WordPress database access via Local by Flywheel
MCP server for Swiss grocery stores: Migros, Coop, Aldi, Denner, Lidl
Agentic Shopify Chatbot with MCP integration, embedded directly into Shopify via a Theme Extension
Search, preview, and analyze datasets from 20+ platforms via a single MCP connector. Works with Claude instantly.
Convert PDF, Word, PowerPoint, HTML, email & 40+ formats to clean Markdown — and back. Built for LLMs, RAG & Python pipelines, with a built-in MCP server.
一键配置各类 AI Agent 工具的 MCP、Skills 和规则；支持 Claude Code、Codex、Cursor、Gemini CLI、Qwen Code 等。 One-click local setup for MCP servers, skills, and rules across AI coding agents.
AI-powered MCP server for Blender with 100+ tools. Control lights, modifiers, animation, shader nodes, geometry nodes, and more from Claude, Cursor, or Windsurf.
An MCP server enabling CFBD API queries within Claude Desktop.
Learn Model Context Protocol (MCP) from scratch in plain Node.js. Build a working MCP server step by step with zero black boxes, from JSON-RPC and stdio transport to tools, prompts, resources, sampling, and agent workflows.
Ultimate Telegram Bot API MCP server — full v9.6 coverage, meta-mode, rate limiting, circuit breaker. TypeScript.
A Model Context Protocol (MCP) compliant server designed for comprehensive web research. It uses Tavily's Search and Crawl APIs to gather detailed information on a given topic, then structures this data in a format perfect for LLMs to create high-quality markdown documents.
Open-source multi-agent task board for OpenClaw. Kanban + DAG dependencies + MCP server + auto-retry + audit trail. Built for autonomous AI agent teams.
Find and call JustOneAPI endpoints from MCP-compatible AI assistants using natural language.
Zero-config MCP server for searchable documentation (SQLite default, PostgreSQL optional)
Model Context Protocol Server for aggregating RSS feeds in Claude Desktop
Unified MCP context intelligence platform — pip-installable CLI that absorbed 6 foundational repos. Context engineering for AI agents.
A Fastify plugin to run Model Context Protocol (MCP) servers
Persistent memory system for AI coding assistants. Captures decisions, learnings, and context from coding sessions. Features hybrid search (semantic + BM25), MCP server integration, SQLite persistence with knowledge graph, and proactive memory surfacing. Written in Rust.
Connects any MCP-compatible AI assistant to Siemens TIA Portal via the Openness API
MCP server for Claude: Read scientific papers from LaTeX source, not PDFs. NASA ADS search + arXiv + local library. Built for astrophysics research.
Convert AI Skills (Claude Skills format) to MCP server resources - Part of BioContextAI
Let AI agents like ChatGPT & Claude use real-world local/remote tools you approve via browser extension + optional MCP server
🧠 Stop building AI that forgets. Master MCP (Model Context Protocol) with production-ready semantic memory, hybrid RAG, and the WARNERCO Schematica teaching app. FastMCP + LangGraph + Vector/Graph stores. Your AI assistant's long-term memory starts here.
Unified MCP server for App Store Connect & Google Play Console — 91 tools for listings, screenshots, releases, reviews & submissions
The enforcement tool for Canonical-Driven Development (CDD). Audit, generate, and guard your project documentation. Zero dependencies.
MCP server that turns natural-language prompts into Microsoft Azure architecture diagrams (PNG) using Python Diagrams + Graphviz.
A Model Context Protocol (MCP) server with Strava OAuth integration, built on Cloudflare Workers. Enables secure authentication and tool access for MCP clients like Claude and Cursor through Strava login. Perfect for developers looking to integrate Strava authentication with AI tools.
MCP server for UK case law using The National Archives API. Enables LLMs to search, retrieve, and cite UK legal judgments.
MCP server for video/audio processing via FFmpeg - convert, compress, trim, extract audio, add subtitles
Bridge local MCP clients to browser WebMCP tools through Playwright, using native WebMCP when available and injected adapters when not.
An MCP Server implementation that integrates the Balldontlie API, to provide information about players, teams and games for the NBA, NFL and MLB
🎨 AI-powered UI/UX design intelligence - 1519+ curated design resources through MCP | React, Vue, Next.js, Flutter & more
Agent-driven design studio for ESPHome-compatible (e.g. ESP32/ESP8266, RP2040) + LoRaWAN devices: generates ESPHome YAML, KiCad schematic/PCB, 3D-printable enclosures, and builds/flashes/provisions LoRaWAN firmware (ChirpStack + Home Assistant).
Run DeepSeek as a real sub-agent inside Claude Code / Codex CLI — DeepSeek gets its own 7-tool agent loop in a sandboxed workspace, not just a single LLM call.
SDK for Android — gives local LLMs structured access to phone data (calendar, contacts, SMS, files). Everything stays on device.
AI Governance Infrastructure — local evaluation. The governance layer for AI agents: a single compiled Rust binary that authenticates, authorises, rate-limits, logs, and costs every AI interaction. Self-hosted, air-gap capable, provider-agnostic.
Persistent memory MCP server for AI agents — Rust, 19 tools, knowledge graph, Hebbian learning, episodic memory, contradiction detection, prospective triggers, Bayesian calibration, zero-config Docker setup.
A MCP(Model Context Protocol) server that accesses to Lightdash
The agent harness you steer — structured context, automatic staleness gates, and block-by-block review, all bound to your code. Local-first, MCP-native, open source.
🧠 AI-native Android automation via MCP. Give Claude, GPT, Gemini or any AI agent full control over Android — tap, swipe, type, screenshot — with ~6ms latency. 100x faster than Appium. 43 tools. No root required.
MCP server and CLI for connecting AI agents, OpenClaw/Hermes workflows, local automation, and coding harnesses to your RemNote knowledge base via the RemNote Automation Bridge.
Manage your entire Discord server from Claude Code, Claude Desktop, Cursor, or Windsurf via MCP. 134 admin tools across 20 categories. Interactive setup wizard included.
通达信(TDX)A股金融数据 MCP 插件-v3— 6 个核心工具(实时行情/K线/F10基本面/智能选股/指标/代码检索)+ 45 个投资分析技能,适配 OpenClaw,经真实接口实测。
Zero-config domain availability MCP server for Claude & ChatGPT. Live pricing via Porkbun, premium/auction detection via GoDaddy, AI suggestions, RDAP/WHOIS fallback. Stdio + HTTP.
Free MCP servers + Claude Code Skills for MSP tools - PSA, RMM, backup, M365. Local-first: your data never leaves your network.
Unity-aware AI infrastructure for Claude Code — a knowledge graph + 88 MCP tools that let your AI agent know your project, not just grep its files.
ZulipChat MCP Server - A Model Context Protocol server that bridges AI agents with Zulip Chat. Built with FastMCP for lightning-fast performance, featuring comprehensive chat management and intelligent summarization. Transform your Zulip workspace into an AI-powered collaboration hub!
A Model Context Protocol (MCP) server that provides access to the Protein Data Bank (PDB) - the worldwide repository of information about the 3D structures of proteins, nucleic acids, and complex assemblies.
Open-source toolkit enabling developers to integrate You.com's AI capabilities into their workflows
Semantic F# for AI coding agents (Claude Code · Cursor · Copilot · Codex) — an MCP server that gives LLMs real FCS/FSAC compiler intelligence (find, check, types, rename) instead of grepping F#.
Garden-citizen dispatch substrate + meta-bridge: make Claude Code, Codex, Antigravity, and pi sessions garden-addressable peers — with a Claude-first ACP plugin (Cortex/vendor ACP backends are future lanes).
Persistent, interactive MCP Apps for any MCP host: the AI builds an app once, you both reuse it — data outlives the conversation. Ships an engine, a 22-app App Store, and a hosted version at openmcp.app
Eclipse PDE plugin for Archi that exposes ArchiMate models via MCP protocol, enabling LLMs to query, analyse, and modify Enterprise Architecture models
The Self-Improving MCP Server - Agents write code to orchestrate multiple MCP servers with intelligent TypeScript execution and auto-augmentation
Grok Build plugin for Claude Code, Grok, Codex, Cursor and others. Provides /grok:search, /grok:review, /grok:rescue commands + grok_search MCP tool for live X/web search.
GUI + MCP control plane for your local dev servers. Humans click, agents automate the same daemon.
MCP server for converting HTML to Markdown using Turndown.js. Fetch web pages and convert them to clean, formatted Markdown.
A Perplexity API MCP server that unlocks Perplexity's search-augmented AI capabilities for LLM agents. Features robust error handling, secure input validation, and transparent reasoning with the showThinking parameter.
An optimized Google Apps Script library and MCP Server to efficiently manage complex, flexible, and automated time-driven triggers with high precision.
MCP server providing 28 UX knowledge resources, 23 analysis tools & 4 workflow prompts. Works with Claude, Cursor, Continue.dev, Cline, Zed & any MCP client. WCAG, Nielsen heuristics, design systems, e-commerce, PWA, AI/ML & more.
Cognitive memory for LLM agents — local-first, and shareable across a team through the cloud.
The first MCP (Model Context Protocol) server for NetLogo, enabling AI assistants like Claude to create, run, and analyze agent-based models through natural conversation.
MCP SDK v2 server for PubMed and multi-source biomedical research, with resilient search, full text, citations, and tenant-safe deployment.
Blender addon for the DCC Model Context Protocol (MCP) ecosystem — embeds a Streamable HTTP MCP server directly inside Blender
CLI tool for managing Model Context Protocol (MCP) servers in one place & using them across them different clients
MCP server for Unity Editor — 160 tools for scene, assets, animation, VFX, playtest & more
MCP server for Snipe-IT asset management. Enables AI assistants to manage assets, consumables, accessories, licenses, users, and system configuration via 39 comprehensive tools.
⚡ The everything Zotero MCP server: complete Zotero Web API v3 + desktop local API for Claude & any MCP client. Search, safe writes, add-by-DOI, CSL citations, hybrid semantic search, and a scholarly-context graph. TypeScript, local-first.
MCP server for controlling Miro whiteboards with AI assistants
A comprehensive tool to manage Model Context Protocol (MCP) configurations for Claude code
Persistent memory and agent lifecycle for Claude Code — because sessions shouldn't start from zero.
Discover, govern and control access to MCP servers and agent skills across your organization
An MCP server for safer coding agents: skill routing, C4 workflow gates, memory checks, and verification before completion.
Massive multi-source academic literature search for Claude Code — one skill fans out subagents across 20+ scholarly databases (arXiv, Semantic Scholar, Crossref, OpenAlex, PubMed, …), merges into a deduplicated ranked corpus, and acquires the original PDFs.
Model Context Protocol server for Roslyn-powered C# refactoring operations
The most complete Mailchimp Marketing API MCP server: 227 tools across campaigns, audiences, reports, segments, automations and full e-commerce, with multi-account support and runtime-security guardrails (read-only, dry-run, audit, per-tool risk metadata).
Chrome DevTools extension that detects CSS properties with no effect
Advanced MCP server providing cutting-edge prompt optimization tools with research-backed strategies
Stateful CSV editing MCP server for AI assistants — sessions, undo/redo, auto-save, and 39 pandas-powered tools. Works with Claude, ChatGPT, Cursor, Windsurf, Claude Code, and any MCP-compatible client. Built on FastMCP 3
Semantic search knowledge base for MCP-enabled AI assistants. Index local files or GitHub repos, query with natural language. Built on LanceDB vector storage. Works with Claude Desktop, Cursor, and other MCP clients.
cmux MCP server — 42 tools for terminal agent lifecycle management. Spawn, monitor, and orchestrate Claude, Codex, Cursor, Gemini, Kiro agents. Thinking-state detection, chunked input, layout management.
MCP server for .NET debugging — 34 tools for breakpoints, inspection, exception autopsy, code analysis, and more. Built on ICorDebug.
Agentic Android Open Source Project (AAOSP) — Android fork with native LLM system service, MCP-aware apps, and an agent-driven launcher. On-device Qwen 2.5 via llama.cpp. Apps declare tools in their manifest. The OS runs the model.
Local-first persistent memory for Claude Code & Codex CLI - Rust CLI, hooks, MCP server, SQLite/SQLCipher, auditable recall for long-running coding work.
Chain of Draft Server is a powerful AI-driven tool that helps developers make better decisions through systematic, iterative refinement of thoughts and designs. It integrates seamlessly with popular AI agents and provides a structured approach to reasoning, API design, architecture decisions, code reviews, and implementation planning.
An MCP (Model Context Protocol) server for FreeScout helpdesk ticket management and workflow automation. This server provides tools to interact with FreeScout tickets, analyze issues, manage responses, and integrate with Git workflows.
MCP server providing 100+ AI agent skills from Anthropic, Vercel, Trail of Bits, Hugging Face & more. Works with Claude, GitHub Copilot, and any MCP client.
Aseprite MCP Pro — AI-powered pixel art creation for Aseprite via Model Context Protocol. 121 tools for sprites, drawing, animation, palettes, export, and Godot integration.
Talk to your Follow Up Boss CRM in plain English. 160-tool MCP server for realtors, built by a working broker (Neuhaus Realty Group, Austin TX). Free self-host, ELv2 licensed.
MCP server for SAP GUI for Windows automation via the SAP GUI Scripting API.
MCP server for authoring IFC5/IFCX building information models through AI assistants. Supports spatial structures, geometry, materials, classifications, validation, glTF/Three.js preview, and multiple IFCX export formats.
Want to search arXiv papers, fetch metadata, and extract full-text PDFs without leaving your editor? This MCP server connects any MCP-compatible client (Claude Code, etc.) directly to arXiv.
Local project management with Kanban UI, CLI, and MCP server for AI assistants. SQLite-backed, single binary, installable via Homebrew.
Local pre-flight linter and architecture gate for AI agents. Uses tree-sitter, Stack Graphs, and Datalog to mechanically block structural drift, layering bypasses, and scope creep on virtual ASTs before code changes land.
AI-powered code generator for Arbitrum Stylus, SDK bridging, dApps & Orbit chains — 19 MCP tools with RAG
Transform any HTTP endpoint into an MCP server. Aggregate multiple MCP servers, manage configuration profiles, and serve them through a unified gateway with multi-tenant isolation.
AI-powered local-competitor intelligence on a photorealistic Google 3D map. Ask in plain English and see who competes with any business, ranked with ratings and reviews.
Local Codex MCP server for scanning repositories and writing tldraw product workflow diagrams.
AI-powered FL Studio control via the Model Context Protocol. Beyond piano-roll notes — full in-DAW mixing (Mix Doctor, gain staging, EQ/comp/reverb, reference matching), routing, and composition through Claude and other MCP clients. 67 tools. Windows.
Open-source, self-hosted AI workspace for local and open-weight LLMs with vLLM, LiteLLM, autonomous agents, MCP tools, deep research, artifacts, and BYOK.
Emerging Markets MCP — 114 servers for Brazil, MENA, Gulf, SE Asia, Africa, CIS, Iran. The only MCP collection covering non-Western APIs. Turborepo monorepo + GitHub Pages catalog.
Convert AI coding sessions between Claude Code, Codex, OpenCode, Zed, Aider, Gemini CLI, Cursor, Cline & more — lossless, round-trip tested. MCP server + CLI.
Model Context Protocol (MCP) client for NetSuite ERP. Connect AI models to your business data.
Ready-to-use Windows client for connecting KOMPAS-3D to MCP.
🧿 One MCP for developers - no tool tax, no context rot. 100+ tools including Brave, Google, Context7, Excalidraw, AWS, Version Checker, Excel, File Ops, Database, Playwright, Chrome DevTools and many more.
Fastn MCP server — give AI agents governed, audited access to integrations and tools across your customers' systems of record.
Official MCP server for Paper's trading platform - enables AI assistants to interact with Paper's API
Full-featured MCP server and CLI for LINE WORKS (NAVER WORKS) — 26 tools covering messages, calendar, drive, mail, tasks, and boards. Automate with AI agents or scripts.
The testing standard for MCP servers. Lint (14 rules), test, and fuzz over real stdio/SSE/HTTP transport. 18 assertion types in YAML. Found 4,794 schema issues across 55 servers. Any language, no mocks, single binary.
Your AI forgets everything between sessions. SAME fixes that. Local-first, no API keys, single binary.
MCP server for Run402 — AI-native Postgres + REST + auth + storage + static sites. Pay with x402 USDC on Base. No signups.
Open-source asset inventory — turn scattered, contradictory tool data into one reliable inventory, then chat with it using the LLM of your choice. Tagging, posture rules, and alerting built in.
a Nushell cross.stream extension to interact with LLMs and MCP servers
The open-source MCP server behind ByteAsk Embedded Docs: a source-grounded, page-cited evidence-retrieval server for coding agents (Claude Code, Codex, Cursor) that write firmware / driver / protocol code and need exact facts.
Self-hostable, MCP-native testing platform. Manual test management, deterministic runs, optional AI. Your stack, your LLM, your data.
Networked Claude-to-Claude messaging over HTTP + MCP channels — DM, broadcast, thread, and permission-relay between Claude Code instances via a self-hosted relay + MCP channel bridge.
Things 3 MCP server for macOS with SQLite reads, official things:/// URL writes, and semantic planning tools for AI agents.
Open-source AI research assistant for VS Code + GitHub Copilot. Connects to PubMed, OpenAlex, Semantic Scholar, Europe PMC, CrossRef, and Zotero via MCP servers. Custom agents guide systematic reviews, academic writing, data analysis, and project management — all ICMJE-compliant with full audit trails.
Remote MCP server for Korean stock analysis — real DART filings, KRX quotes, conservative valuation ranges for Claude, Cursor and any MCP client
MCP server for Local Falcon's local SEO and AI visibility platform: geo-grid rank tracking, campaign management, and competitor analysis via Model Context Protocol
OSINT knowledge base + MCP server for autonomous AI agents — Claude Code, Cursor, Kimi K3, recon & threat intel playbooks.
Git-native context layer for AI coding agents. Your team's real engineering decisions — patterns, pitfalls, conventions — live as reviewed markdown files in your repo; agents consult them before writing code and record what they learn. Files-first, no server required; MCP as an optional serving layer.
A pattern for LLM agents to explore and control any app — mobile or desktop. Accessibility-first, not vision-based. Share with your agent and go.
MCP server for Olostep — the web scraping, crawling, and search infrastructure used by top AI companies. Gives any MCP-compatible AI agent the ability to scrape, crawl, batch-extract, and search the web in real time.
MCP server for authorized pentest workflows: Nmap/Gobuster orchestration, context aggregation, AI-assisted triage, and reporting.
Open-source cognitive engine for AI agents — persistent memory, a first-person journal, a four-layer ethics engine, and a per-user biological clock, over MCP. Apache-2.0.
Official Claude Code plugin marketplace for Brainrot Creations
Manage AWS, Hetzner, OVH, and custom servers from one TUI — with a built-in AI assistant and MCP server
Open-source multi-tenant LMS for creators and schools: sell courses on your own subdomain. Next.js 16 + React 19 + Supabase (RLS) + Stripe Connect, an AI tutor over MCP, gamification, certificates, i18n (en/es). Self-hostable.
Local Power Automate MCP server, browser extension, and installable Codex skill.
m1nd is a local-first context runtime for coding agents: an evidence-bound, continuously verified model of your code, memory, and change.
MCP server for Web3 protocol documentation — EIPs, ERCs, BIPs, SIMDs, Cosmos ADRs, Polkadot RFCs, contract registry
Actively maintained WhatsApp MCP — 26 tools, webhooks, anti-ban, Docker, self-healing. Drop-in for abandoned lharries/whatsapp-mcp.
TRACE protocol for auditing decision-provenance in AI-assisted scientific workflows
A Model Context Protocol (MCP) server providing AI assistants with tools to search, stream, and analyze events from Seq structured logging servers.
Universal infinite memory layer for Developer AI assistants. One shared brain across Claude, Cursor, Windsurf & more. 100% local, built on MCP standard. Stop re-explaining context
Ultra-fast rust-powered AI agent session search and analysis. Search millions of messages in under a second. Claude Code, Claude Desktop, Codex, Cursor, Antigravity, Pi, Google AI Studio, and Gemini CLI. One Rust core behind the aise CLI, an MCP server, a Rust library, and a Python API.
Agent emotional continuity with PAD state, trust, appraisal, and compact emotion logs.
MCP server giving AI agents full debugger control over running Java applications — inspect state, set breakpoints, evaluate expressions, and mutate values at runtime via JDWP/JDI
Forge your own agent harness — a config-to-code generator that renders a thin, standalone Python agent harness you fully own. No LangChain/LangGraph/ADK lock-in, no dependency on the generator after generation.
VS Code extension that exposes diagnostic problems via Model Context Protocol (MCP) for AI agents and tools
MCP server for deep semantic analysis of Scala via SemanticDB — exact find-usages, class hierarchies, implicit resolution & call paths for AI coding agents like Claude Code. Beyond grep and standard LSP.
Persistent Project Context for Claude — IANA-registered .faf format · 32 tools + 1 prompt · MCP Registry #2759
A MCP server for ESPHome that supports the new Device Builder functionality released in build 2026.6
AutoWP MCP (Model Context Protocol) server connects Claude to WordPress site and allows users to ask Claude to write blog posts and automatically publish them to WordPress sites.
An Open Sourced Model Context Protocol (MCP) Local server that gives AI Clients real-time cybersecurity reconnaissance capabilities
The Obsidian MCP server that needs no plugin, no running Obsidian app — and doesn't blow your context window. Filesystem-direct, single-digit-ms search, ~2 KB payloads, 17 tools.
A Python MCP (Model Context Protocol) server and CLI tool to render diagrams using the Eraser API.
Public Python SDK, CLI, and MCP server for extracting metadata, text, timed transcripts, media, and supported comments from Douyin, RedNote, Bilibili, and YouTube.
Deterministic CI scanner and surface-risk scoring for MCP (Model Context Protocol) servers.
Shodan MCP server for Claude, Cursor & VS Code. 20 tools for passive reconnaissance, CVE/CPE intelligence, DNS analysis, and device search. 4 tools work free without an API key. OSINT and vulnerability research from your IDE.
A CLI-first autonomous coding agent where the actor never grades itself. Every edit is grounded in your repo's real topology and verified by an independent deterministic grader (drift, lint, verify-task, intent) before it ships. Closed-loop: comprehend → plan → execute → critique → replan. Also a passive MCP harness.
Persistent cognitive graph memory for AI agents — facts, decisions, reasoning chains, corrections. 16 query types, sub-millisecond. Rust core + Python SDK + MCP server.
TypeScript library, MCP, and agent-friendly CLI for the BuiltWith API.
Let the grumpy senior dev review your code with this MCP server
Self-hosted gateway that aggregates local stdio and remote HTTP MCP servers behind one OAuth endpoint — connect once, reach all your tools from any AI.
Production-grade framework for building multi-agent AI systems. Graph-based orchestration, LLM-agnostic (OpenAI, Google GenAI, Anthropic), 3-layer memory (Redis cache + Postgres + vector store), live agents, parallel tool execution, and native MCP. Ships a full ecosystem: backend, REST API + CLI, TypeScript SDK, and React playground
The Go framework for building MCP servers. Your struct tags are your schema.
MCP server for NinjaOne — device monitoring, patching, scripting, and alert management tools for AI assistants
Self-hosted health analytics for Polar devices — sync everything, keep it forever, and let your AI read it over MCP
Telegram MCP server with 45+ methods, QR auth, WSL/Kiro setup, and Docker-ready deployment
Self-hostable read-only finance MCP server for Taiwan and global stocks. Bring your own FinMind and Finnhub credentials.
Nomik is an AI-native code intelligence graph. It transforms your codebase into Neo4j and connects directly to AI agents via MCP.
MCP server for searching AI agents, MCP servers, CLI tools and agent skills via A2ASearch
Stateless Substack Gateway exposing a REST API and MCP for reading profiles, posts, notes, and comments, plus authenticated personal and note-publishing workflows.
A WebMCP-native browser agent that runs inside your real Chrome — control it from Claude, Cursor, and any MCP client
Secure filesystem MCP server (Model Context Protocol) in Python — read/write, search, edit and metadata tools with directory restrictions.
Modular, agentic framework and MCP platform you self-host. Build and run your own AI agents, connect Claude Code, Claude Desktop, or Cursor as a native MCP connector, self-host your apps, and share over encrypted P2P — on hardware you own, with local or cloud models. Open source.
The merge gate for AI-written code, with signed, replayable attestation. Works across Claude Code, Codex, Cursor, and Gemini CLI.
Audit any agent decision across its past, present, and future, on one typed graph.
🚀 A curated list of awesome Desktop Extensions (DXT) and MCP servers for Claude Desktop. Discover, share, and contribute to the growing ecosystem of AI-powered local tools and automations.
Repository-scoped memory for coding agent's decisions, pitfalls, and handoffs stored in one inspectable SQLite file, so agents continue instead of starting over.
Stop juggling, start finishing. GSD Task Manager makes it easy to sort your to-dos into what’s urgent and what’s important, so you can finally get stuff done without burning out. It’s simple, visual, and works entirely offline.
MCP server for PixelPanda — 31 AI image processing tools for Claude Desktop, Cursor & other MCP clients
Local-first dashboards your AI agent builds and keeps maintaining, over data that never leaves your machine.
Turn any OpenAPI spec or Postman collection into an ownable Python MCP server in 30 seconds
Open-source MCP server connecting Claude to Clio practice management. Built by Oktopeak.
Don't write a bug report — record it. Local MCP: screen recording → transcript, frames, OCR, wall-clock evidence for coding agents.
The loop never sleeps — you finally can. Agents automate the entire development lifecycle (write, review, merge, learn) end to end, with a published safety record. Self-host today; rentable hosted loops in development. Any GitHub repo; Gittensor-native intelligence built in.
Perfetto trace analysis via MCP — PerfettoSQL queries plus dedicated Chrome tools for scroll jank, page loads, and main-thread hotspots
Shared memory bus for MCP-compatible agents with permissions, subscriptions, and optional payments.
Way to find a work in AI era — storefront, MCP, self-host UI, Hub for products & startups
Remote-control Unity Editor from any AI IDE — 62 tools including AI-powered profiling & light probes. File-based IPC, zero dependencies.
ChatGPT app template using Pomerium, OpenAI Apps SDK and Model Context Protocol (MCP), with a Node.js server and React widgets.
Official Porkbun MCP server — exposes the Porkbun v3 API as 30 native tools for Claude Desktop, Cursor, and other AI agents. Idempotency-safe writes, full domain lifecycle.
Agent Skill that turns plain-English scene descriptions into AI-generated 3D models built live in Blender, via Alpha3D + Blender MCP. Works with Claude Code, Cursor, and OpenAI Codex.
A complete Model Context Protocol (MCP) server that provides comprehensive integration with the Productboard API. More than 40+ tools.
MCP server for Software Defined Radio — control RTL-SDR & HackRF from Claude/LLM. ADS-B aircraft tracking, AIS ship tracking, POCSAG pager decoding, Meteor-M satellite imaging, ISM band scanning, spectrum analysis, and more.
Local-first MCP server giving AI coding agents fast, structured, and semantic context over any codebase. Zero config, zero cloud, full context.
Stealth Chrome MCP server — 100++ tools for AI agents. One-liner Cloudflare Turnstile bypass (proven), dual-mode HTTP with TLS fingerprint, AI Vision reCAPTCHA solver. Python + nodriver + curl_cffi + FastMCP.
FreeCAD 3D CAD automation via FastMCP — headless document/export plus FluidX3D/OpenFOAM CFD extensions. For Cursor / Claude Desktop. Webapp.
MCP server for Korean DART filings — financials, valuation, ownership, business analysis, and AGM proxy-voting for AI agents.
MCP server for browser automation via Patchright. Multi-profile Chromium, headed/headless, StreamableHTTP protocol. Includes dashboard, skills, and AI agent setup.
Community MCP server for ruyiPage browser automation, network inspection, fingerprint analysis, and WebDriver BiDi trace workflows.
A design document format built for the age of AI agents. Zenith is a plain-text format and engine for design files — posters, decks, books, social graphics, and more
Fly the web on a string — a lightweight (~7MB) Rust browser-automation MCP server for AI agents. Streamable HTTP, 21 tools, HTML→PDF, plus a Puppeteer-compatible npm facade.
Undetectable browser automation for AI agents via MCP. Stealth Chrome DevTools with smart profile management, anti-detection arg filtering, and CDP access.
Make OpenClaw usable for everyone — setup, manage, and grow it into a practical digital personal assistant.
Send, manage, and replay ntfy push notifications via MCP. STDIO or Streamable HTTP.
The open-source safety layer for AI agents — block unsafe tool calls, require approval, enforce budgets, audit, replay.
MCP server for AWS infrastructure analysis — DynamoDB, Lambda, SQS, SNS, S3, API Gateway, PostgreSQL, MySQL, MongoDB, Kafka & IaC drift. Works with Claude Code, Cursor, and GitHub Copilot.
Agent Receipts — cryptographically signed audit trails for AI agent actions. Protocol spec, SDKs (Go, TypeScript, Python), and MCP proxy.
Operation-first .NET foundation for generating fast CLI and MCP surfaces from a single definition.
Turn the agent CLIs you already use into shared services your whole team can call. Natural-language-driven agent orchestration for Claude Code, Cursor Agent, and OpenAI Codex.
Servidor MCP para AFIP/ARCA: automatiza certificados, autorización de Web Services, emisión/consulta de comprobantes y generación de PDF con QR.
MCP server for MediaWiki wikis - search, read, and edit wiki content from AI assistants
Give any MCP-capable agent persistent memory: remember/recall over a tiered store with hybrid vector + keyword retrieval. Single Go binary, SQLite or Postgres, embedded admin UI.
Tools for securely exploring your iMessage history with AI. Spotify Wrapped for texts, conversation analytics, search, streaks, and more. Read-only MCP server for macOS.
Full-Funnel AI Marketing Analytics. A modern data stack powered by dbt MetricFlow and MCP. Natural language insights across Google/Meta Ads, CRM, and 5 data warehouses. Includes XGBoost lead scoring and a $0/mo architecture.
MCP Testing Tool — Like Postman, but for the Model Context Protocol.
Security-first MCP server for TP-Link Omada, with a stdio-first runtime, capability-gated tools, and OpenAPI-based network automation.
MCP server for transcript processing — formatting, contextual repair & smart summarization with deep-thinking LLMs
Expose typed web-app actions to MCP-compatible AI agents over WebSocket. TypeScript SDK + matching MCP gateway.
CLI tool & MCP server that turns a codebase into text for an LLM to see its context — feed code to ChatGPT, Claude, or any AI coding assistant
A cross-platform, single-binary manager for Model Context Protocol (MCP) servers, built with Go and a reactive HTMX web interface.
Open-source observability and audit trail platform for AI agents. MCP-native, tamper-evident event logging, real-time dashboard.
Convert ChatGPT export to Markdown with full-text search and MCP server for Claude
Reliable research infrastructure for AI agents. Evidence-backed web search with citations, confidence scores, and Clarity anti-hallucination. MCP server, REST API, Python SDK.
Self-hosted Puppeteer MCP server with remote SSE access, API key authentication, and Docker deployment. Complete tool suite for browser automation via Model Context Protocol.
MCP server for Chart Library — visual chart pattern search engine. Find similar historical stock charts and see what happened next.
Enhanced MCP server for semantic code search with call-graph proximity, recency ranking, and find-similar-code. Built for AI coding assistants.
The ultimate AI-powered generator for llms.txt and llms-full.txt files.
Personal knowledge graph MCP server on Cloudflare D1 + Vectorize. Deploy your own sovereign second brain in one click — Claude captures atomic concepts, finds cross-domain analogies, and links them with substantive justifications. Latticework thinking as a service, running entirely in your Cloudflare account.
Your all-in-one skills-as-a-service platform to manage your skills, auto-generate skills and use agent skills as simple as calling an API.
Open-source skills that empower any AI agent (Claude, Cursor, Hermes, etc.) to generate end-to-end marketing campaigns - UGC videos, ad videos, product photography and more.
AI for tactical cycling intelligence: Predictive mud logic, S-Scale terrain analysis, and powered GPX routing
Review-only AI code review for GitHub pull requests. Cross-check PRs with model-agnostic reviewers that can comment inline but cannot approve, merge, or close.
Delphi and Lazarus/FPC MCP server: build/clean pascal projects via MCP tools.
A comprehensive Model Context Protocol (MCP) server for Google Sheets integration with Claude CLI
Give ChatGPT a real terminal on your Mac. Open-source MCP bridge for shell, files, PTY sessions, jobs, and Codex history.
通用逆向分析 KernelSU 模块：手机侧只做原子能力，智能全在 PC 侧（Claude Code + MCP）。仅限授权安全研究与教育用途。
Remote jobs MCP server — search 100,000+ remote jobs, post listings, find candidates, and check salary benchmarks from Claude, ChatGPT, Cursor, and any MCP client. Free, no API key required.
MCP server for comprehensive AI testing, evaluation, and quality assurance
MCP server for inspecting, searching, and decompiling Maven .m2 JARs for Java AI coding agents.
.NET MCP bridge: expose app methods/data as MCP tools, prompts, and resources via an in-app plugin + lightweight server (SignalR; stdio/http).
Code intelligence for agents: find the code that matters and keep your context window and tokens lean.
MCP server for Claude Code: Grok AI web search + Tavily fetch/map + Firecrawl screenshots, with multi-key failover.
Local code search for AI coding agents: a CLI and MCP server with hybrid keyword + semantic search and SQL relevance-ranked aggregation over an index in plain files. No accounts, no keys, no server.
Secure AI Memory with Dynamic Project Detection, Automatic Session Briefing, Personal+Team Session Summary Prompts, Triple Search, Knowledge Graphs, GitHub Integration (Issues, PRs, Actions, Kanban, Milestones), Team Collaboration, Hush, Adaptive Analytics, Markdown I/O, Audit+Token Logging, OAuth 2.1 & HTTP/SSE/stdio. 70+ Tools in 1 Code Mode.
The design system infrastructure keeping teams and agents in sync.
Route, manage, and analyze your LLM requests across multiple providers with a unified API interface
Agentic email + calendar hub on Cloudflare Workers. One Worker owns your domain's email surface: a full self-hosted email client with an AI agent, plus a unified calendar that aggregates Proton / Outlook / iCloud into one busy/free model and writes time blocks back to all three.
Roslyn-enriched C# exception telemetry for Godot Engine, exposed over MCP
Keenetic router control for Claude Code, Codex, Cursor and any MCP agent. An MCP server over the router's own RCI API, plus ready-made plugins whose skills teach the agent how the hardware really behaves. Devices, Wi-Fi, VPN routing, isolated segments. Nothing installed on the router.
MCP server for Substack — read publication data, manage drafts. Posts are draft-only by design; only short-form Notes publish. Proportionate review as trust infrastructure for agents.
Annota — AI-Powered Paper Annotation MCP Server. Reads PDFs, highlights findings, explains formulas, writes structured notes.
MCP server for ConnectWise Manage (PSA) — tickets, companies, contacts, projects, and time entry tools for AI assistants
Configure MCP servers once, connect every AI client through a single local gateway
The ultimate Claude Code toolkit for Unity — 20 AI agents, 22 slash commands, 41 skills, and safety hooks for AI-assisted Unity game development. Drop-in, production-ready.
MCP server for arXiv.org - Search, analyze, and export academic papers with AI assistants. Features advanced paper discovery, citation analysis, trend tracking, and multi-format exports.
MCP server wrapping the Shopline Open API into 143 AI-callable tools (75 read + 68 write) for e-commerce operations. Built for Claude Code, Claude Desktop, and any MCP-compatible AI client.
MCP server for Instagram Graph API, Threads API & Meta platform — 57 tools with Graph API v25.0
Figma MCP build with Rust, server with full read/write access via plugin (no REST API, no rate limits, 73 tools)
Universal long-term memory layer for AI coding assistants, powered by EverMemOS.
The open-source writing surface for AI agents. Markdown-native editor with pending change review — your agent writes, you accept or reject.
MCP server to control Discord — messages, channels, roles, permissions, members, and moderation
🐕 Universal MCP Server Manager - Configure once, manage multiple MCP servers through a single interface. Perfect for Claude Desktop, Claude Code, Cursor, Gemini CLI & AI assistants. Web dashboard, auto-detection, unified proxy layer.
MCP prompt tool applying Chain-of-Draft (CoD) reasoning - BYOLLM
Unified MCP server — 41 sports API providers, 396 tools in one process: scores, stats, odds, esports, F1/MotoGP/NASCAR, EuroLeague, chess, AFL, boxing & more across 70+ sports. 19 work with no API key.
A comprehensive Model Context Protocol (MCP) server providing advanced access to the UniProt protein database.
A conformance-tested C++17 SDK for Model Context Protocol servers and clients.
MCP server for CST Studio Suite — antenna design, RF simulation, and PCB layout
A powerful MCP testing tool with multi-provider LLM support (Ollama, OpenAI, Claude, Gemini). Test, debug, and develop MCP servers with a modern UI.
MCP server for Google NotebookLM — 32 tools for notebooks, sources, research, and studio content generation
MCP server for stealth browser automation via Camoufox — 79 tools, npx install, anti-bot stealth
ᴘʀᴏᴅᴜᴄᴛɪᴏɴ-ʀᴇᴀᴅʏ ᴛᴇʟᴇʙᴏᴛ ꜱᴛᴜᴅɪᴏ ᴍᴄᴘ ᴡɪᴛʜ ᴏꜰꜰɪᴄɪᴀʟ ᴅᴏᴄᴜᴍᴇɴᴛᴀᴛɪᴏɴ ꜱᴇᴀʀᴄʜ ᴀɴᴅ ʀᴇꜱᴛ ᴀᴘɪ ɪɴᴛᴇɢʀᴀᴛɪᴏɴ
Catch your AI agents when they lie about what they shipped — verifies claims against git instead of believing the agent.
Локальный семантический граф и MCP-сервер для Markdown и Obsidian
30 MCP tools to drive the Godot Editor from any MCP-compatible AI agent — scenes, nodes, debugging, and screenshots, in both Editor and Play mode. OpenClaw gateway included for remote and chat access.
Standalone MCP server that gives AI agents full GUI control over macOS — screenshots, mouse, keyboard, apps, clipboard, and multi-display. Zero private dependencies.
DevMind MCP provides **persistent memory capabilities** for AI assistants through the Model Context Protocol (MCP). It enables AI to remember context across conversations, automatically track development activities, and retrieve relevant information intelligently.
Turn any MCP server into a type-safe TypeScript SDK in seconds - with OAuth 2.1 and multi-provider support
⚡ Cut LLM inference costs 80% with Programmatic Tool Calling. Instead of N tool call round-trips, generate JavaScript to orchestrate tools in Vercel Sandbox. Supports Anthropic, OpenAI, 100+ models via AI Gateway. Novel MCP Bridge for external service integration.
Cómo crear MCP Servers y usarlos con GitHub Copilot Chat 🚀💻🤖
Generate random IDs, QR codes, and hashes, encode and decode values, and geolocate IPs, plus gated network and system diagnostics, via MCP. STDIO or Streamable HTTP.
🤖 Full-featured Android Debug Bridge TUI and MCP server. Control any device by keystroke or AI.
MCP server that lets AI agents SEE embedded images inside Excel files — full text + image extraction for .xlsx/.xlsm
MCP server for sequential thinking and complex problem-solving. Built iteratively using itself. Features confidence scoring, assumption tracking, and multi-session support.
Minecraft Java Fabric mod and MCP server for AI-assisted world inspection, building, validation, screenshots, and persistent undo.
Data Wiki turns data into portable knowledge bundles following Open Knowledge Format (OKF) and serves them to AI agents over the Model Context Protocol (MCP).
A crate for making MCP (Model Context Protocol) compatible programs with rust
UE4.27-first MCP server for controlling Unreal Editor sessions over Python Remote Execution.
MCP bridge that drives four coding CLIs — Google's Antigravity (agy), OpenAI Codex, GitHub Copilot, and Cursor — as sub-agents inside Claude Code. Text answers, image generation, real repo work, and parallel swarms, on quota you already pay for.
MCP (Model Context Protocol) server for CleanSlice architecture — connect Claude Code, Cursor, Windsurf to CleanSlice documentation.
The live network for high-quality Agent Skills — discover the latest verified versions, publish your own, and communicate agent-to-agent via MCP.
Your AI assistants don't know who you are. mcp-me fixes that: a local MCP server that gives any AI a full picture of who you are
Multi-currency settlement MCP for AI agents. 32 tools over Sera Protocol's stablecoin FX rails. Open source.
MCP server and Claude skills for PPC landing pages, A/B experiments, and first-party conversion tracking. Build Google Ads and Meta pages, run cross-domain experiments, and pull CRO reports via the UXON API.
Unity control plane for AI agents — 178 CLI commands, 12 MCP tools, headless CI/CD, undo rollback, and closed-loop verification.
Code Intelligence Engine — indexes your codebase and gives AI assistants deep understanding via MCP (semantic search, call graphs, 20+ tools)
83 MCP tools for GPU infrastructure + Agent FinOps — deploy LLMs, manage VMs (Proxmox/XO/vSphere), track cost per agent, enforce budgets and model policies. Works with Claude, Cursor, n8n, LangChain
Dig through any documentation with AI - MCP server for Claude, Cursor, and other AI assistants
Public SDK, CLI, and docs for Hive Intelligence: crypto MCP access for AI agents.
MCP server for Penpot - Connect AI assistants to Penpot design platform via Model Context Protocol
MCP server that gives AI agents (Claude Code, Cursor, Windsurf) real interactive terminal sessions — REPLs, SSH, databases, Docker, and any interactive CLI with clean output and smart completion detection
Give your AI coding agent eyes and ears. Screen + voice capture → structured Markdown. MCP server, CLI, and macOS app.
MCP server for Obsidian vault management - enables Claude and other AI assistants to read, write, search, and organize your notes
Official MCP server for Brilliant Directories — manage members, posts, leads, reviews, pages, and more from any AI agent. OpenAPI 3.1 spec included.
Playwright-style MCP server for Windows desktop, system, and browser automation. 52 tools for WPF, WinForms, Win32, Chrome/Edge via Model Context Protocol.
MCP server that gives LLM agents read-only shell access over SSH. Powers Fawdy (fawdy.com)
Lightweight, focused utilities to manage connections and execute MCP tools with minimal integration effort. Use it to directly call tools or build simple agents within your current architecture.
An MCP to develop MATLAB pipelines section by section and read figures one dimension at a time
Open-source legal knowledge + data layer для российского права. 145 AI skills + 8 MCP-интеграций с госреестрами (pravo.gov.ru, ЕГРЮЛ, kad.arbitr, ЕФРСБ, Роспатент, Росреестр, госзакупки). Apache 2.0.
Token optimizer for Claude Code Gemini CLI & Qwen Code — compresses shell outputs via PreToolUse hook, tracks USD savings in TUI dashboard
Agentic coding harness with persistent memory and a REPL body. Built on Ori Mnemos. Open source must win.
Let your AI agent call your phone and talk to you — MCP servers for live, interruptible voice calls + tiered alerts, using free self-hosted pieces (pjsua2 + whisper.cpp + Linphone). No paid telephony, no extra API key.
See AI thinking in real time — 3D orb that visualizes Claude Code reasoning. Free, open-source MCP server
Kroki-MCP is a Go-based Model Context Protocol tool that converts textual diagram definitions (PlantUML, Mermaid, and more) into images via a Kroki backend. Designed for simplicity and flexibility, it supports both local and remote Kroki servers, offers configurable settings, and outputs multiple formats – making it ideal for developers building AI
A Go symbol and call-graph database backed by SQLite. Query symbols, callers, callees, blast radius, dead code, and interface implementors as structured JSON — typed code navigation for AI agents (MCP) and humans.
AI agent for server management — chat in natural language to run commands, monitor metrics & probe network across your fleet. Self-hosted, MCP-ready. Go + Vue.
Turn Hermes into a local-first wellness agent with guided setup, onboarding, wellness skills and MCP connector presets.
MCP that can proxy any GraphQL API and expose graphql operations as mcp tools.
Automated testing for Model Context Protocol servers. Ship MCP Servers with confidence.
🚀 Complete MCP (Model Context Protocol) server for Salesforce integration with Claude Desktop. Provides seamless OAuth authentication, universal CRUD operations on any Salesforce object.
The first MCP server for Zen Browser. 20 tools. No Selenium, no Playwright, just WebSocket.
Self-hosted RAG engine for AI coding assistants. Ingests technical docs & code repositories locally with structure-aware chunking. Serves grounded context via MCP to prevent hallucinations in software development workflows.
One brain, many arms — spawn multiple specialized Codex agents as MCP servers
Ask Claude Code or Codex CLI to launch and manage your Meta ads in plain language. This repo is the small MIT installer: one npx command connects your agent to Nerdboard's hosted MCP server, so there is no Meta developer token, no self-hosting, and no API keys on your machine.
OASiS — an open-source agentic framework for verified multi-physics, multi-code simulation. MCP server letting any AI model drive eight FEM/multiphysics codes (FEniCSx, deal.II, 4C, NGSolve, scikit-fem, Kratos, DUNE-fem, FEBio) plus the SPARTA DSMC particle code, with curated knowledge, verified execution, and cross-code coupling.
MCP server + CLI for production-grade software assets (logos, app icons, favicons, OG, illustrations) — routes across 30+ image models, zero-key first, validates before shipping.
A persistent memory MCP server for Claude Code - Recursive Language Model integration for Claude Code inspired by MIT CSAIL paper
Unified MCP server composing Scryfall, Commander Spellbook, 17Lands, EDHREC, Moxfield, Spicerack, and MTGGoldfish into one interface for AI assistants. 69 tools for Commander analytics, draft evaluation, competitive metagame, sideboard strategy, and more.
MCP server for ByteDance Seedance video generation via Ace Data Cloud.
This repository serves as the comprehensive workspace for Quarter 4 academic endeavors, encompassing assignments, technical documentation, experimental implementations, and applied projects.
MCP (Model Context Protocol) server for DuckDB — auth and friendly SQL support out of the box
A meta MCP server that seamlessly scales LLMs to 1000+ MCP servers through automatic routing.
LazyChat — an AI assistant docked inside your ERPNext desk. Chat with your data, draft reports, stage edits (Apply-gated). Bring your own LLM: any OpenAI-compatible or Anthropic key, stays in your browser. Also ships an MCP server (101 permission-scoped tools).
OpenRouter for agents and sandbox environments. Provides a control plane and configuration options for persistent agent workers. Route runtime + substrates, provision specialist presets, and supervise your fleet.
Prose pattern scanner + MCP context server for editing AI-assisted novels. Detects 24 AI writing fingerprints. Battle-tested on 286k words.
MCP server for Google Ad Manager. Manage ad campaigns, orders, line items, and creatives through AI assistants like Claude, ChatGPT, Gemini, Cursor, and VS Code. Automate your ad operations with natural language instead of clicking through the GAM UI. Built by Matious.
WPVibe — MCP server plugin for WordPress. Connect Claude, ChatGPT, Cursor, Windsurf and any MCP-compatible AI client to your self-hosted WordPress site. Theme editing, content management, REST API, WP-CLI, WordPress Abilities API.
Shared MCP gateway with schema deferral, response shielding, and HTTP daemon mode. Replaces 12+ MCP servers with 6 tools — saves ~99% context tokens and ~2.7GB RAM. npm: harshal-mcp-proxy
Local task-state ledger for AI coding agents. Preserve decisions, source conclusions, evidence, and checkpoints across Codex, Claude Code, Cursor, and other MCP clients.
MCP Chatbot powered by Anthropic Claude. Delivering on‐demand literature search and summarisation for academics and engineers
CLI to set up and deploy MCP Servers to Cloudflare Workers in seconds. Just write TypeScript functions to make Cursor MCP tools.
Standalone MCP server for Obsidian vaults — hybrid search, notes & files, memory, tasks, OAuth 2.1.
Solve AI context window limits for API docs | Convert any Swagger/OpenAPI to searchable MCP server | AI-powered endpoint discovery & code generation | Works with Cursor, Claude, VS Code
Persistent Project Context for xAI Grok — IANA-registered .faf format · MCP server on a URL
Eight free MCP servers for federal contracting data and policy tracking. SAM.gov, USASpending, GSA CALC+, BLS OEWS, GSA Per Diem, eCFR, Federal Register, Regulations.gov. 124 deterministic tool calls, installed from one config block in any MCP client. Companion to federal-contracting-skills.
An open-source, self-hostable AI operating system and development workspace. Powered by Electron and React 19, it features multi-agent orchestration, full Model Context Protocol (MCP) support, native filesystem access, and an extensible tool ecosystem for autonomous software development.
Save up to 40% on agent token costs with code graphs: call graphs, dependency graphs, dead code detection, and blast radius analysis.
Agent Hub is an AI orchestration platform that transforms how developers and DevOps engineers interact with their toolchain. Built on the cutting-edge Model Context Protocol (MCP), it provides intelligent automation through specialized AI agents, seamlessly integrating with GitHub, Azure, security tools, and data processing
Vectorless code retrieval for AI coding agents — search code by business intent (@intent, @domainRule) over a Tree-sitter graph. Built for MSA via MCP.
Open Finance MCP para Claude e Cursor — conecte Itaú, Bradesco, Santander, Nubank, Inter, BB, Caixa, C6 e mais 30 bancos brasileiros ao seu agente de IA via Pluggy. 13 ferramentas: extrato, saldos, transações, investimentos, cartão de crédito.
Semantic code intelligence for AI agents — compile repositories into navigable concept graphs with impact analysis, coupling detection, and prophecy.
Lets Claude actually use your terminal. You ask, Claude types the command into your Warp tab, captures the output, and tells you what happened. Works from Claude Desktop or right inside Warp's built-in AI agent. An MCP server with 39 tools — command execution, project setups, file watching, SSH, clipboard. macOS, Swift.
Zero-dependency Python SDK for WeChat Bot (iLink protocol) — text, image, video messaging & MCP server | 零依赖微信机器人 Python SDK，支持多媒体消息和 MCP 服务器
This template provides a streamlined foundation for building Model Context Protocol (MCP) servers in Python. It's designed to make AI-assisted development of MCP tools easier and more efficient.
VTK is all you need. AI-Ready VTK visualization for science and engineering.
OrangePro local-first CLI + MCP server for behavior mapping, grounded test generation, and dynamic proof.
Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.
Ready-to-use AI workflows for Zabbix monitoring management — powered by Zabbix MCP Server
Stack & Orchestrate MCP Tools — The Scikit-Learn-Pipeline Way , For LLMs
Provider-agnostic AI dev pipeline: clarify → plan → build → review → PR across your repos, mixing LLM providers per stage with your own keys. No vendor lock-in, no markup.
MoFlo — an opinionated, local-first AI agent orchestration toolkit for Claude Code: semantic memory, learned routing, gates, and spells. No API keys, no cloud, works out of the box.
An open-source MCP server that turns any LLM into an Intelligent Tutoring System. 50 years of cognitive science, MIT licensed.
DAW MCP for prompting against Bitwig Studio and Ableton Live from Claude (and other AI agents)
TradingView Desktop MCP — Fortuna trading system working copy. Upstream: LewisWJackson/tradingview-mcp-jackson
Open-source MCP server for AI agents: web search, content extraction, and library docs -- 5-strategy scraping, runs without API keys.
MCP server that connects AI assistants to Chrome DevTools Protocol for runtime debugging - set breakpoints, inspect variables, monitor network traffic, and automate browser interactions
Bluetooth Low Energy (BLE) MCP server for Claude Code and other MCP-compatible agents.
Three packages: @kernel.chat/agent-os (POSIX for AI agents — capabilities, namespaces, quotas, taint, audit, vault, outcomes), @kernel.chat/kbot (terminal AI agent, MCP-native, BYOK), @kernel.chat/kbot-finance (audit-grade AI for regulated industries). Provenance-engineering substrate.
🔒 Privacy-first MCP server for Claude using PostgreSQL + Ollama. Local alternative to cloud-based code context with full data sovereignty. No API keys, no external calls, 100% local.
MCP server for IT Glue — documentation, passwords, configurations, and flexible asset tools for AI assistants
Build distribution MCPs: multi-step conversational funnels (lead gen, booking, quotes) that run as a single MCP tool in ChatGPT, Claude, and Cursor. A typed state graph compiles to one MCP tool.
Universal synchronization layer for AI orchestrators, agents, MCP configs, skills, commands, and dev-tool workflows.
FsMcp is an idiomatic F# toolkit for building Model Context Protocol (MCP) servers and clients with type safety, computation expressions, and zero boilerplate.
🛡️ The security firewall for AI agent tools & MCP servers (Claude, GPT-5.6, Gemini 3.7, Antigravity, Cursor, Codex, Hermes). Catch command injection, secret theft & toxic flows in <50ms. 100% offline Rust SAST + 1-click auto-fix + SARIF.
A parallel AI window for Claude Code. Fork conversations to Gemini, GPT, DeepSeek, or any model via OpenRouter, then fold results back.
A self-hosted MCP proxy and aggregation platform. Manage multiple MCP servers and expose them through a single endpoint.
🦞 Headless real-time Python voice assistant powered by ElevenLabs, Gemini, Mem0, MCP tools, and local wake-word detection.
Extract complete design systems from any website and generate AI-ready skill.md files
Email intelligence for every role in the company, 13 role-specific plugins, 76 skills, and 13 agents for Claude Cowork and any MCP-compatible agent. Powered by the iGPT MCP at https://mcp.igpt.ai/.
One brain, many arms — spawn multiple specialized Claude Code agents as MCP servers
Interactive visualizer for Anthropic's Memory MCP knowledge graphs. Instantly explore, debug, and analyze entities, relations, and observations from memory.json files in the Model Context Protocol.
Self-improving tool discovery for AI agents. Agents find, install, and learn to use new MCP tools automatically.
MCP server that exposes Claude Code's file and shell tools (bash, read, write, edit, glob, grep) over HTTP for remote use by any MCP client
Turns any OpenAPI/Swagger API into an MCP server. One MCP tool per endpoint, Streamable HTTP - for AI clients calling your REST API.
Enhanced MCP server for Bloomberg Terminal — BDP/BDH/BDS/BQL/TA with 18 tools, caching, and dynamic screening. Based on tallinn102/bloomberg-mcp.
Get better Estonian writing from your AI agent. Offline MCP server (no third-party calls) wrapping EstNLTK, EKI Reeglid + Riigi Teataja. 26 read-only tools for spelling, morphology, orthography/grammar, kantseliit and legal Estonian. One-click install from Anthropic's Connectors Directory, or self-host. 96.5% on TalTech's inflection_et benchmark.
AI agent engine with 22 chat channels, 65 tools, and 15 skills. Self-hosted, local-first, works with any LLM provider.
MCP server that annotates any web page with hover labels — zero extensions, works in any browser
Professional Model Context Protocol (MCP) server for VMware ESXi hypervisor management. Enterprise-ready solution with secure interfaces for ESXi operations, VM lifecycle management, and infrastructure monitoring.
FAF specification — IANA-registered AI context format (application/vnd.faf+yaml)
Nautobot Model Context Protocol (MCP) Server - Contains STDIO and HTTP Deployments with Embedding Search and RAG.
MCP server for Apple Calendar, Mail, and Reminders on macOS using native EventKit and ScriptingBridge
Search infrastructure for AI agents: free by default, MCP-ready, LLM-context aware, and production-grade when needed.
MCP server for Zuul CI - debug build failures, search logs, manage pipelines, and monitor jobs from Claude, Cursor, or any MCP client
Multi-agent orchestration, persistent memory, and intelligent workflows for AI coding assistants. Supports Claude Code, OpenCode and Codex.
MCP server for unified cognitive processing — deep reasoning framework for Cline, Claude & AI code assistants
Plugin-first AI terminal workspace for Codex and Claude Code with planning, CI/CD debugging, reusable agents, skills, TODOs, and MCP tool integrations.
Auto-sync Git worktrees with remote branches. Includes an MCP server so Claude Code, Cursor & other AI agents can inspect and manage worktrees.
Connect Django apps to AI assistants with Model Context Protocol. Simple decorators expose models, admin functions, and custom tools to Claude and other AI assistants.
Governed state engine for AI agents: typed, executable knowledge artifacts with a code-like lifecycle
Transform OpenAPI specifications into production-ready MCP servers with AI-powered evaluation and enhancement. Leverages LLMs to analyze, improve, and generate Model Context Protocol implementations from your existing API documentation.
Control Ableton Live from Claude and any LLM. An MCP server built on Ableton's official Extensions SDK: one .ablx, no Remote Script, no AbletonOSC, no Max for Live. TypeScript, Live 12.4.5 Suite beta.
Headless CLI reflection debugger for .NET assemblies with MCP server support
Stream live EEG brain state (focus, calm, attention) from any EEG device into Claude and any MCP client — a real Model Context Protocol server + brain-computer interface toolkit.
Infrastructure for AI agent swarms - 88 MCP tools, A2A, mesh VPN, CDP browser, 2FA
Open, agent-native CAD; edit code, not click menus, make things. kernelCAD.com
MCP-сервер для 1С:Предприятие через OData: данные 1С на естественном языке из Claude. Чтение по умолчанию, запись по флагу. Работает с любой 1С, где включён OData — облако (Scloud/1cFresh), сервер с SQL или локальная файловая база. | MCP server for 1C via OData.
MCP-сервер для кабинетов Wildberries и Ozon: продажи, остатки, цены, финансы, отзывы через Seller API напрямую, без браузера. 793 метода schema-driven, safety-гейт на запись. Подключает ИИ (Claude Code, Cursor, Codex, ChatGPT) к API WB и Ozon. Open-source MIT.
Private web search MCP: SearXNG metasearch → ML reranking → 4-tier fetch cascade (Firecrawl / Crawl4AI / raw / Wayback) with per-domain learning, Ollama query expansion and synthesis. No cloud APIs.
Know what your AI agents cost. API gateway with budget enforcement, session tracking, and MCP tools.
AI employee for your team — delegate real work in Slack and a team of Claude-powered agents gets it done. Built on the Claude Agent SDK with OS-level sandboxing, MCP tools, and a plugin architecture. TypeScript/Node.
Local MCP server for YNAB with read-only defaults, full API coverage, safe write controls, and support for budgets, transactions, categories, accounts, and reporting.
Simple RAG implementation from scratch using MCP, focusing on Perception, Memory, Decision and Action
Serial port MCP server for Claude Code and other MCP-compatible agents.
MCP server for ServiceNow — 19 tools, 5 resources for incidents, CMDB, update sets. OAuth 2.1+PKCE, MCP 2026-07-28 stateless protocol (FastMCP 4), Claude Code skills. Works on any SN version (Tokyo+), no entitlements needed.
A trustless MCP server that replaces the generic shell tool with validated, sandboxed, purpose-built execution tools for AI coding agents.
Give an LLM agent control of the macOS desktop — a single self-contained Rust binary (no Python/JS stack) that speaks MCP: screenshots, Set-of-Mark targeting, Apple Vision OCR, mouse & keyboard.
[CyberChef-MCP] Model Context Protocol Server for CyberChef ... exposing GCHQ's "Cyber Swiss Army Knife" as 463+ executable AI agent tools spanning encryption, encoding, compression, and forensic data analysis
RPG Maker MV Ultimate — AI copilot (MCP): generate maps, edit the database & events, and understand your project (validate references, explain why an event never fires, critique maps).
An MCP server that enables MCP clients like Claude Desktop to interact with data from protocols.io.
Browser-only Markdown editor that packages any document into a Claude Agent Skill (SKILL.md / .skill bundle) in one click — and exposes an MCP server for Claude Code. Live preview, GFM tables, Mermaid, Prism, HTML/PDF export. No account, 100% local. Next.js + React.
A MCP server providing offline Motion.dev documentation access and intelligent animation code generation for React, JavaScript, and Vue. Features multi-framework support, advanced search capabilities, and production-quality component generation through AI.
Pure MCP Server for Claude Desktop, Cursor and Windsurf - Complete, Secure, and Easy-to-Use
dbt Core MCP Server: Interact with dbt projects via Model Context Protocol
PinMeTo MCP server that enables users with authorized credentials to unlock their data
Local-first file intelligence: desktop app, CLI, and safe MCP server for AI agents.
Put an AI agent on rails: mount a Burr state machine as an MCP server so the agent can only take the next allowed step, with every step recorded and replayable.
Citation-ready YouTube research for AI agents — transcript search, exact timestamp links, cross-video evidence, and channel intelligence over MCP
LLM guardrails & prompt injection detection for Python. Auto-instruments LangChain, CrewAI, OpenAI, LiteLLM + 8 more frameworks. PII masking, toxicity detection, policy CI/CD. One line, zero code changes.
Any brain, any agent. Package an AI agent's brain — persona, MCP stack, skills, memory, config — into one open, signed bundle and install it into any framework (OpenClaw, Hermes, Claude Code) in one click.
WooCommerce MCP Server — WordPress community plugin implementing the Model Context Protocol (MCP) for WooCommerce. Supports STDIO and HTTP streamable transport, with optional JWT authentication. Based on Automattic’s official WordPress MCP. This plugin is not affiliated with Automattic.
Local, typed MCP server for controlling Autodesk Maya via commandPort
MCP server implementation for managing domains, DNS, and SSL via the Porkbun API.
Open-source MCP server — progressive tool discovery, code execution, intelligent routing & token optimization across 50+ tools
Hoofy — AI development companion MCP server. Persistent memory, spec-driven development, adaptive change pipeline, Clarity Gate. 32 tools, single Go binary, zero deps.
Model Context Protocol server for WHOOP API integration. Connect your WHOOP fitness data to Claude Desktop with full OAuth authentication and 18+ API endpoints.
A Ghidra MCP Server for Claude Code - Binary Analysis Made Adorable. Keywords: ghidra, mcp, ghidra-mcp, model-context-protocol, binary-analysis, reverse-engineering, decompiler
MCP server for the Ejentum API. 8 cognitive operations across 4 harnesses (reasoning, code, anti-deception, memory) in dynamic and adaptive modes.
MCP for letting agents delegate tasks to sub-agents (Claude Code, Aider, Q)
Agent skills + a chat MCP server to operate the ibl.ai platform via its REST API. Install: npx skills add iblai/api
Xquik API documentation for tweet search, timelines, follower exports, OAuth, MCP, SDKs, and webhooks. Not affiliated with X Corp.
The most comprehensive MCP server for Polymarket — 48 tools spanning direct trading, market discovery, smart money tracking, copy trading, backtesting, risk management, and portfolio optimization. Works with Claude Code, Cursor, or any MCP-compatible client.
An MCP tool server that provides stateful, TUI-compatible terminal sessions.
Self hosted secure gateway for AI agents. One token. Full control. Complete audit trail.
Curated list of Model Context Protocol (MCP) servers, clients, and frameworks. Automatically updated daily.
Multi-agent orchestration plugin for OpenCode. 10 configurable model slots, 30 hooks, memory search, LSP diagnostics, agent-browser integration, completion controller, auto dream/distill memory consolidation. One prompt to set up and run.
Extensible browser automation and testing framework for .NET. Communicates directly with Chromium (CDP) and Firefox (WebDriver BiDi) over WebSocket, no Node.js dependency. Source generated protocol bindings, Roslyn analyzers, a test recorder, a Blazor visual runner, and an MCP server for AI agents, all built on public plugin interfaces.
Pipeline-driven task management for AI coding agents — stages, dependencies, artifacts, and multi-agent collaboration
Persistent AI memory for Claude Code, OpenClaw, and any MCP-compatible agent. BM25F + vector hybrid, governance-aware, local-first, zero-infrastructure.
(개요) 국가법령정보센터와 알리오의 공공기관 내부규정을 검색·비교·분석하는 MCP. (도구) 법제처 87 + ALIO 공공기관 규정 23 = 110개 MCP 도구. (데이터) 1,600 법률, 10,000 행정규칙, 수만건 판례, 344개 공공기관 35,000 내부규정.
MCP server to upload Markdown to Confluence. Auto-converts Mermaid diagrams, code blocks, images, and tables.
Full Mistral AI MCP server — OCR, Voxtral audio, Codestral FIM, durable workflows, document extraction — for Claude Code, Cursor, Windsurf, Zed, Mistral Connectors
Guarded, recoverable WordPress MCP automation for Elementor, Gutenberg, WooCommerce, content, and code - with backups, validation, and audit trails.
MCP server giving AI agents full access to Julia's runtime via a live Gate — code execution, introspection, debugging, testing, and semantic search
Swift source code structural indexer. Extracts type declarations, properties, method signatures, and source locations. MCP server for Claude Code.
ServiceNow MCP server: 450+ tools and 26 AI capabilities for any AI (Claude, ChatGPT, Gemini, Cursor, Copilot). Multi-transport (stdio, SSE, HTTP), A2A, dynamic schema discovery, read-only by default. Free and source available. Part of the NowAIKit suite.
Feather Wand Agent is a comprehensive AI-powered toolkit for performance testing and monitoring. It integrates multiple industry-standard performance testing tools (JMeter, k6, Gatling, and Locust) into a single, unified interface, allowing users to execute and analyze performance tests through natural language interactions.
MCP server for managing cPanel hosting through AI assistants — DNS, email, databases, domains, SSL, PHP, cron, security, backups, and more (164 tools).
Search products, compare prices, and discover deals across 6 European markets (DE, UK, FR, IT, ES, AT) directly from your AI assistant.
Call the Google Antigravity CLI (agy) headlessly from any non-TTY context — Windows ConPTY + POSIX pty + MCP server. Fixes the empty-output bug (#76).
Observability engine for AI coding agents. Custom columnar log store, MCP-native, self-hosted on a $4/mo VM. No dashboards — your AI assistant sees production.
A Cloudflare Worker that implements the MCP Streamable HTTP transport for AI agents to interact with pump.fun on Solana.
AI-Inference-Managed-by-AI: Go binary for managing AI inference on edge devices
A live, graph-verified map of your codebase for AI coding agents — real call graphs, compiler-verified edges, and hard safety gates on the write path.
Use Claude for SAP ABAP development on RFC-only / SAProuter systems: a local HTTP->RFC bridge that lets vsp (and any HTTP-only ADT client) tunnel ADT REST through SADT_REST_RFC_ENDPOINT via PyRFC.
From API to AI in 30 Seconds - Transform any API into an intelligent MCP agent that learns, adapts, and speaks human
An AI agent that load-tests a code change, finds the regression in Splunk, and writes the fix. A model-agnostic, audited state machine over MCP, orchestrating the Grafana k6 and official Splunk MCP servers; any tool-calling model drives it, down to a local 8B. The agent publishes its own walk back to Splunk.
A production-ready Django app implementing Firebase Model Context Protocol (MCP) server with 14 Firebase tools for AI agents. Features standalone agent, HTTP/stdio transport, LangChain integration, and complete Firebase service coverage (Auth, Firestore, Storage).
Self-hosted, agent-native web app and MCP server for your Obsidian-style Markdown vault. Browse, search, and edit notes from a fast UI or from AI agents.
Your AI coding agent writes code fast — we make sure the web product actually works. Paste a URL, the agent clicks through signup/checkout/dashboards like a real user, reports failures with screenshots. Currently web only. Works with Claude Code, Cursor, Codex, Windsurf.
Agent Orchestration: MCP server enabling multi-agent collaboration with shared memory, task queue, resource locks, Cursor rules, and AGENTS.md workflows.
MCP server multiplexer, configure all your MCP's in a single MCP with profiles, both TUI and web UI
Universal MCPO/MCP bridge for Open Web UI with AI-powered configuration. Automated setup generation, Docker support, beginner-friendly. Any AI assistant can instantly convert MCP configs to working Open Web UI integrations.
MCP server for codewiki.google — search, fetch docs, and ask questions about any open-source repo
Open-source Salesforce knowledge layer for AI coding assistants. 1,027 source-grounded skill packages, 48 run-time agents, 67 slash commands, and a 38-tool MCP server with live-org metadata.
🐟 MCP server connecting AI systems to Stockfish chess engine
npx mcp-spec-check <url> — black-box readiness probe for the 2026-07-28 MCP spec release. Zero dependencies. Includes a scan of all 7,850 registry servers.
Structural memory for coding agents — index your repo once, query symbols, callers, and call-edges over MCP.
Rust library for programmatic control of Korean HWPX documents — Markdown→HWPX conversion, JSON round-trip editing, MCP server for AI agents 🔥
Token-efficient browser automation MCP for AI agents, with semantic page snapshots and stable element IDs.
An MCP server for interacting with a Jenkins server. Allows you to trigger jobs, check build statuses, and manage your Jenkins instance through MCP.
Model Context Protocol (MCP) server that dynamically fetches and serves official Flet resources to AI agents, including documentation, controls, packages, and ecosystem components.
MCP server for Storybook - provides AI assistants access to components, stories, properties and screenshots. Built with TypeScript and Model Context Protocol SDK.
File-based agent-to-agent messaging for Claude Code — multiple AI instances communicate via JSON files, MCP channels, and auto-wake on a single machine
Forge production-ready MCP servers from databases or OpenAPI specs.
Open-source Node.js FHIR MCP server with SMART Backend Services, metadata-aware search/CRUD tools, compact responses, FHIRPath filtering, safe pagination, audit events, and terminology lookup.
Connect your Fitbit / Pixel Watch data to any AI assistant via MCP. Read-only MCP server for the Google Health API. Your health data → any AI assistant, tokens never leave your machine.
Local-first agent memory MCP - cross-agent brain with token-saving file diff cache. By Synapse Arrows.
Powerful Model Context Protocol (MCP) implementation for visualizing directory structures with real-time updates, configurable depth, and smart exclusions for efficient project navigation
Enhanced Proxmox MCP server with advanced virtualization management and full OpenAPI integration
Your personal GitHub registry for AI Agent Skills. One repo. EVERY agent. EVERY device. Loaded on demand — Zero startup bloat.
DAG-based Lossless Context Management for Claude Code. Every message preserved, summaries cascade as a DAG, patterns extracted via Lossless Dream — full recall and reflection across sessions.
MCP server that lets AI agents (Claude, Cursor) debug your .NET / ASP.NET Core app
An open source Arduino MCP server that enables AI assistants to interact with Arduino using structured tool access via the Model Context Protocol.
Local MCP server for Obsidian vault operations — search, intelligence, canvas tools
Persistent memory for AI coding tools, in an open portable format. Sync Claude, Cursor, Gemini, Copilot, Windsurf + 6 more across machines via MCP. E2E-encrypted sync. MIT.
MCP server for Gitea — manage repos, issues, pull requests & organizations from AI coding assistants
Agent-first MCP server for WeChat Mini Program debugging & automation. 面向 agent 的微信小程序 MCP 服务,让 Claude Code / Cursor 直接操作微信开发者工具。
The fast, idiomatic way to build MCP servers in Go. Gin-like DX with struct-tag auto schema, middleware, adapters for Gin/OpenAPI/gRPC.
Unified Narrative Operator MCP server — AI-powered prose expansion, repetition analysis & narrative enhancement
MCP server that connects your Suunto watch data to Claude and other AI assistants
CodeCompass: AI-powered Vibe Coding with MCP. Connects Git repositories to AI assistants like Claude, using Ollama for privacy or OpenAI for cloud. Integrates with VSCode, Cursor, and more.
Protocol for agent-to-agent communication with stateful orchestration, MCP-compatible and a public marketplace to discover and register agents.
A simple GUI for managing MCP servers, for easy toggle mcp servers.
Self-hosted platform for MCP Apps and agent automations — tools, interactive UIs, scheduled runs, multi-agent delegation.
MCP server for OpenProject Community Edition — 132 tools (106 without admin writes) covering the full v3 REST API, for use with Claude Code, Copilot, Codex and other MCP clients
MCP server for git-backed Obsidian vaults. Access and manage notes through Claude, ChatGPT, and other LLMs with automatic git sync. Supports local (stdio/HTTP) and remote (AWS Lambda) deployment.
Claude Code + Meta Ads without disasters. A drop-in skill, 3 subagents, and safety hooks for marketers automating Facebook/Instagram campaigns. 13 field guides, 23 production pitfalls solved.
Rhino MCP server- control Rhino 8 with Claude, ChatGPT, Codex or any MCP client. 115 AI tools for 3D modeling, architecture, viewport capture, materials, PDF tracing. Protocol 5: multiplexed, idempotent, cancellable. No .NET SDK needed.
MCP (Model Context Protocol) nodes for Node-RED — connect AI agents to any MCP server. Visual agentic AI for manufacturing, IoT, and automation.
MCP server and CLI for seven macOS apps — Messages, Mail, Notes, Calendar, Reminders, Contacts and Maps. Native frameworks, honest truncation.
AI-powered administration for Msty Studio Desktop. 24 MCP tools for database insights, config sync, local model orchestration, and Claude handoff workflows.
MCP server for Home Assistant — 292 tools across 27 domains: entities, automations, dashboards, energy, voice, HACS, Supervisor, Card Builder (with embedded block schema), BM25 tool search, aggregated snapshot, automation trace debug, git versioning
MCP server for Octen Extract — turn URLs into LLM-ready markdown for Claude / Cursor / any MCP client
Bulk-submit all your MCP server repos to glama.ai in one command.
MCP-based AI interface for structured, simulation-first PX4 and robotic fleet workflows with deterministic safety checks
AI-powered MCP proxy for Playwright and Figma. Optimize Claude Code and AI agents with session recovery, context reduction and intelligent tool routing.
Community-maintained directory of plugins in Anthropic's official Claude Plugins catalog — 333 plugins (skills, MCP servers, slash commands, sub-agents, hooks) for Claude Code and Cowork. Not affiliated with Anthropic.
The Sovereign Stack: MCP server binding local AI capabilities with governance protocols. 100% local operation with memory, conscience, and recursive observation.
Expose Django admin models to MCP (Model Context Protocol) clients. Add a mixin to your ModelAdmin classes and let AI assistants like Claude perform CRUD operations, execute admin actions, and explore relationships—all respecting Django's permission system.
Model Context Protocol server for BlackDuck Coverity Connect static analysis platform
The Company Brain your agents install — use your coding agent to run projects and coordinate agents, not just code. Cross-project knowledge graph + immutable audit, self-hosted & EU-resident. BSL 1.1 → Apache 2.0.
MCP server for NVIDIA GPU metrics give AI agents real-time access to GPU utilization, memory, temperature, and power
Autonomous backend platform. Your coding agent builds it over MCP, Backenly keeps it running: Postgres, REST APIs, auth, storage, realtime, and functions, with every change governed, verified, and reversible.
Persistent semantic memory for AI agents on Raspberry Pi 5 — local Qdrant + MCP, no cloud, ~3s per query
A Model Context Protocol server that allows AI agents to show a text notification with task summary and/or play a sound via a tool when a task is completed.
MCP server for Google Tag Manager: read tags/triggers/variables, publish containers, and audit changes via Claude/Gemini.
A Model Context Protocol (MCP) server that enables AI assistants to interact with your Obsidian vault
MCP server aggregating free tiers, startup credits & developer tool deals. 4 tools, 54 categories, 1,525+ offers.
FastMCP server providing sports betting odds and ESPN data to Claude Desktop. Features player props, live scores, visual artifacts, and optional React dashboard for bet tracking.
Give your AI agents structure, guardrails, and full observability — the Agent control plane built on MCP.
Pinax is a small Go CLI that crawls a public documentation site, indexes its structure, and exposes it to any Model Context Protocol client as four focused tools.
A powerful, project-aware Model Context Protocol (MCP) server for GameMaker Studio with 190 tools, GML static analysis, refactoring, and automated builds.
Repository of custom kiro powers. https://kiro.dev/docs/powers/
MCP server giving AI agents (Claude Code, Copilot, Antigravity) bi-directional sync with Overleaf - free tier included. 24 tools: LaTeX check, format, fix, compile, push.
Agent tools from many descriptions in a single integration. Authorize operations, not just tool calls, and approve them when a human is required. The agent gets its own identity and never holds your credentials.
Thread-safe Python Remote Script for Ableton Live with 220 LiveAPI tools
Optimized, auditable execution for Codex and Claude Code: bounded repository context, verified patches, and reproducible paired benchmarks.
Connect Claude Code to your Obsidian vault — MCP server plugin with 20 tools, agents, and hooks for knowledge management
A MCP Debugger Server for Windows executables (x86 and x64). Exposes debugger functionality as MCP Tools for static / dynamic analysis of the debuggee and memory inspection through a clean interface.
AI-assisted reverse engineering orchestration platform for IDA Pro and x64dbg with live synchronization and MCP agent workflows.
Dev-only Rails engine that plugs AI coding agents into your running app: MCP introspection tools + stack-matched skills from companion gems
AI-first разработка на 1С:Предприятие 8.3 — скиллы, правила, MCP-серверы и byte-perfect движок правки метаданных для AI-агентов (Claude Code, Cursor, Copilot, Gemini…). AI работает по реальному коду и справке, а не угадывает. Мульти-агентный, не привязан к конкретному AI или организации.
Model Context Protocol (MCP) server enabling Claude to search etsy information.
A comprehensive Model Context Protocol (MCP) server that turns any AI assistant into a powerful mathematical computation engine.
Cord — distributed agent fabric for LLMs, MCP servers and AI agents. Discover any LLM CLI / HTTP backend / MCP server across machines via natural-language semantic search. Built in Rust.
AI-powered web scraping and structured data extraction. CLI + MCP server + Claude Code plugin for the Thunderbit Open API.
Keyboard-first terminal dashboard for Coolify: deployments, live logs across your whole fleet, and an MCP server for your agent
Open-source MCP server connecting Claude AI to Oracle EPM Cloud via REST APIs. Run business rules, export data, and automate month-end close through natural language. Full tutorials and articles at fmepm.com. Built by Fred Mamadjanov, Oracle ACE Pro.
Open-source model inventory & governance. Discovers every model, rule, and pipeline across all your platforms as one immutable, agent-queryable graph — git for models.
Read-only MCP server aggregating your portfolio across EU wallets, exchanges and brokers for AI analysis. Data stays local, no telemetry.
A server implementation for the Model Context Protocol (MCP) in Ruby.
Graph + local semantic context for Obsidian, with guarded remote MCP access and edits from Codex, ChatGPT, Claude, and any MCP client.
MCP server for ServiceNow — enables AI assistants (Claude, etc.) to execute scripts, query data, run ATF tests, and more via the Model Context Protocol
An open, thin, model-agnostic harness for long-horizon autonomous AI research. Built on Goose.
Free, open-source hacking platform for Realm of the Mad God (RotMG / Exalt). Autonexus, autododge, autoloot, pathfinding, hack builder. Every line on GitHub.
Semantic Scholar MCP server: 14 typed tools for paper search, citation graphs, author profiles, recommendations, PyPI/Docker.
Offline database schema context for LLM agents. Extract once, serve via MCP — no live DB needed.
Open-source engine for turning documentation sites into searchable, MCP-accessible context for humans and coding agents.
A Model Context Protocol (MCP) server implementation for running Locust load tests. This server enables seamless integration of Locust load testing capabilities with AI-powered development environments.
Open-source AI agent - any LLM, any MCP server, any channel. Self-hosted, autonomous, multi-tenant.
🔐 Vaultwarden / Bitwarden MCP server for credential-aware AI agents
Local message bus for Claude Code, Codex, and other MCP agents — one SQLite file, 20 tools, no daemon, no cloud.
Sandboxed computer-use MCP — drive a real browser + desktop apps in a nested X11 window.
Universal MCP server manager — install and configure MCP servers across Claude Code, Cursor, VS Code, and more
MCP server for iOS leak hunting and performance investigation. 28 MCP tools, 34-pattern retain-cycle classifier with Swift fixTemplate snippets, compareTracesByPattern for CI gating, SourceKit-LSP source bridging. Reads .memgraph and .trace files; macOS only.
Model Context Protocol server for Sapo.vn POS & e-commerce — 105 tools across 4 modes, stdio + Streamable HTTP, single-tenant Private App.
Write 10x better prompts using Prompt Engineer MCP server.
Open registry of community-contributed AI coding skills (SKILL.md files) — daily-synced to skills-hub.ai. Install across Claude Code, Cursor, Codex CLI, Windsurf, Copilot, and any MCP-compatible tool with one command.
MCP server giving Claude live access to SAP systems via ADT — read, edit, search, test, and diff ABAP across landscapes without installing anything on the SAP stack.
Configure, host and embed MCP-enabled chat widgets for your website or product. Remotely configure and embed your agents anywhere.
The design system copilot that builds Figma from HTML using your real components and tokens. Learns your system, surfaces your gaps.
Developer integration tools for adding TDM payments to AI agents, apps, and workflows. CLI, MCP server, and copy-paste examples
A local filesystem MCP server that lets LLMs and AI agents read, write, search, diff, patch, and manage files safely and efficiently. Built for reliable, structured, and controlled filesystem interaction.
backlog: Your AI agent forgets between sessions. Backlog remembers.
An MCP server for dataset generation, fine-tuning, RL, and evaluation of LLMs — directly from your coding agent.
Native macOS MCP server — secure local access to Mail, Calendar, Contacts, Notes, Reminders, Photos & Apple Intelligence for AI assistants
为 DeepSeek V4.0 等单模态大模型装上眼睛和耳朵 —— 本地视觉+音频 MCP 服务器，基于 Ollama + MiniCPM-V 4.6 + faster-whisper，图片描述·视频分析·语音转文字
Your coding agent starts every session with amnesia — memo fixes that, 100% on your machine. Persistent memory for Claude Code, Codex, Cursor & any MCP client: Markdown source of truth, hybrid search (MLX/CPU + sqlite-vec), time-machine, contradiction radar, nightly self-optimization. No cloud, no keys.
OSINT suite for Claude — 898 curated OSINT tools as an Agent Skill + MCP server (classifier, URL builder, IBAN check, PII redactor). ALPHA.
MCP server for Claude Desktop and other Model Context Protocol clients — sandboxed filesystem access (read/write/edit/search) plus Dev Mode-gated shell command execution, scoped to a single workspace root. Local-first, no cloud dependency, full audit logging. Built in TypeScript.
MCP server for the Spaceship API — manage domains, DNS, contacts & marketplace listings via AI
Design-time KNX/ETS assistant as an MCP server: validate (naming·DPT·status·Secure·Matter), repair (propose fixes), decompose devices (exact vendor models from ETS app-programs), diff versions, and generate Home Assistant YAML, ETS exports, an as-built handover pack & KNX IoT — read-only, no live bus.
MCP server in Rust for AI agent persistent memory: branch-aware session handoffs, local ONNX embeddings, SQLite-backed semantic search.
Proof-backed, drift-resistant AI memory for your codebase. 11 languages, 28 MCP tools, evidence-linked claims.
Local-first MCP memory server. Indexes Claude Code/Cowork/Telegram chats; any MCP-compatible AI agent (Cursor, Cline, Continue) can search them.
Private, local-first AI assistant for Windows with permissioned tools, durable memory, and evidence-driven small-model improvements.
Claude Code, freed from your terminal: parallel sessions on any device, scheduled jobs, PR reviews, and any model provider.
Reboot-proof terminal multiplexer for AI-native devs — a tmux alternative that persists your whole workspace across reboots and auto-resumes Claude Code & OpenCode sessions. Ships an MCP server so AI agents can drive your panes. Go, cross-platform (Linux/macOS/Windows). MIT.
The most comprehensive, curated collection of MCP servers with ready-to-use configurations
Local-first, eval-first memory for long-horizon AI agents — no LLM at ingest. Python SDK + MCP server with source-traceable recall, belief revision, selective forgetting, and reproducible benchmarks.
MCP server providing unified access to Claude Code, Codex, Gemini, Grok and Mistral CLIs with session management, retry logic, and async job orchestration.
Workerd-based hypervisor with a declarative Cap'n Proto manifest. Substrate-level identity, audit, and per-bundle credential scoping. Today's primary application: hosting MCP servers behind one HTTP face.
Local-first, project-aware memory MCP server for Claude Code, Codex, and other AI agents, with Obsidian and an owner dashboard.
AI-powered CV and resume builder using Model Context Protocol. Automatically sync your achievements from Jira, Credly, LinkedIn, and git. Keep your CV always up-to-date.
Odoo MCP Server - Model Context Protocol server for Odoo ERP integration. Supports Odoo 14-19+ with JSON-RPC and REST API.
Bridge build/dev process output to AI coding sessions via MCP — supports Claude Code, Codex, OpenCode, Gemini CLI, and aider
QuickerAgent: AI desktop assistant for Quicker. Monorepo with QuickerRpc plugin + qkrpc CLI — headless action create/edit/run via MCP, HTTP, or JSON CLI (StreamJsonRpc named pipe).
The first free, open-source, self-hosted MCP server for Google Merchant Center (GMC). 126 tools over Merchant API v1 — products, inventory, reports, promotions, returns, account config, audit log + rollback, dry-run. Free alternative to paid SaaS (Adzviser, Catchr, Windsor.ai, Pipedream).
Неофициальный MCP-сервер для Checko.ru - проверка контрагентов (ЕГРЮЛ, ЕГРИП, арбитраж, контракты, финансы). 12 инструментов и 6 готовых сценариев.
Windows computer-use MCP server: drive any desktop app via semantic discover-then-act targeting (entities + leases, not pixel coordinates), with per-action perception guards, a native Rust UIA engine, Chrome CDP, and Key Locker credential autofill for ssh/sudo password prompts. Works with Claude, Cursor, and any MCP client.
InfraNode - free, key-less open-data REST API + MCP server for 84 German cities
🔪 Open-source safety firewall for AI agents. Intercepts tool calls before they execute, enforces YAML policies, and kills dangerous operations in real-time. Works with OpenAI, Anthropic, LangChain, and MCP. She doesn't guard. She kills.
✈️ 24-tool MCP server for Claude Code: preflight checks for your prompts, cross-service context, session history search with LanceDB vectors, correction pattern learning, cost estimation
The all-in-one, airgapped Local AI. Ypipe bundles a high-performance inference engine, specialized models, and pre-configured MCP servers into a single, self-contained Java executable. Zero-dependency orchestration for autonomous agent workflows with 100% data sovereignty. No cloud, no Python hell - just industrial-grade local intelligence.
Minimal MCP server for inter-session coordination between parallel Claude Code instances. Presence registry + advisory resource locks (CI, deploys, ports) + broadcast inbox. SQLite-backed, zero daemon.
AI-powered semantic search for Microsoft Dynamics 365 F&O development. Find and understand X++ code through natural language queries via Model Context Protocol (MCP).
Cross-session memory and recall for AI agents — git-synced knowledge base, hybrid semantic+TF-IDF search, auto-distillation with secrets scrubbing
让任意 AI 客户端自动调试微信小程序/小游戏：截图、模拟触控、读日志、一键重开；配合 wechat-dev-skill 自动巡检四来源报错。
A comprehensive Model Context Protocol (MCP) server providing real-time YouTube Data API access for AI assistants. Features 14 functions including intelligent content evaluation with technology freshness scoring for knowledge base curation.
Transactional File System server for Model Context Protocol (MCP). Enterprise-grade tools for AI agents: atomic edits, undo/redo, code navigation, refactoring, git integration. Docker ready.
Official MCP server for Astravue — manage projects, tasks, time tracking, and teams through AI
Interactive CLI to configure MCP servers for multiple AI providers
Deterministic decision-intelligence MCP server for AI agents — 17 tools (bandits/LinUCB, HiGHS LP/MIP, PageRank, Monte Carlo, CMA-ES, conformal). Sub-25ms. Zero LLM cost. 11 free, no key. Listed on the MCP Registry & Glama.
Your AI compass from private sector to federal career — MCP server for USAJobs API
MCP server that finds MCP servers. Discovers, evaluates, and installs 25K+ MCP servers across Official Registry, Glama, and Smithery for any AI client (Claude, Cursor, Cline, Windsurf).
Secure, local-first MCP server exposing ArcGIS Pro's ArcPy engine over stdio JSON-RPC.
Hosted Amazon Seller & Vendor MCP server. Connect Claude, ChatGPT, Cursor, Codex, Gemini, GitHub Copilot to Amazon SP-API and Ads API data
The Form.io Universal AI Agent Gateway (UAG) — an MCP server for agentic form automation with AI agents
A Model Context Protocol (MCP) server for ZigBee2MQTT that provides intelligent device discovery and control for AI assistants
App Store Connect API as MCP tools for Cursor & Claude. Apps, TestFlight, subscriptions, localizations, reports.
AI-powered git commit rewriter, PR generator, and MCP server for Jira, Confluence, and Datadog. Single Rust binary.
The governed AI agent platform: semantic memory, intelligent model routing, an MCP server, and 67+ integrations.
Markdown-to-Word MCP server with advanced styling, formulas, tables, Mermaid rendering, and HTTP deployment support.
Adobe Photoshop adapter for the DCC Model Context Protocol (MCP) ecosystem — bridges MCP tools to Photoshop via UXP WebSocket
The canonical open-source monorepo for production-ready MCP servers.
MCP server for Polarion ALM — read and write documents, work items, test runs, traceability links, and comments from any MCP-compatible AI assistant
MCP server + Claude plugin for Italian law — 200+ tools: verified statutes, case law search, legal calculations, GDPR compliance
A Git intelligence MCP server built with Node.js and TypeScript that analyzes local Git repositories to surface insights like hotspots, churn, temporal coupling, knowledge maps, and risk scoring. Designed for AI agents, it exposes repository analytics tools through the Model Context Protocol (MCP) while keeping all data local and read-only.
Pipedrive CRM MCP server for AI assistants like Claude — 300+ tools covering the full Pipedrive API. Built by Nubiia.
A Model Context Protocol server for browsing and discovering AI models on Civitai
Open-source MCP server for AI-autonomous Godot game development. Deterministic playtesting, multiplayer testing, DAP debugging, LSP, token-efficient. 100% MIT.
Litestar plugin for Model Context Protocol (MCP) — expose route handlers as MCP tools and resources for AI agents.
🤖 An AI-native CLI Tool and MCP server for .NET memory dump investigations. Leverage LLMs (Claude/Gemini) to analyze heaps, threads, and exceptions using natural language. Built with ClrMD, token-efficient paging, and Docker support for cross-architecture (.NET/AMD64/ARM64) post-mortem analysis.
Official Scrapfly MCP server for Cursor, Claude Desktop, and any MCP-compatible client. Enterprise-grade web scraping, AI extraction, and anti-bot–aware data access as first-class tools.
Real VMs for your LLM. Provision, execute, validate. In seconds. LLM4Ops.
DaVinci Resolve CLI, Python library, and MCP server. Automate editing, color, and rendering with LLM-friendly tools for AI agents (Claude, Cursor), declarative specs, and structured JSON output. No more silent None returns.
Curated catalog and dataset of 50 cloneable GenAI apps and Hugging Face Spaces across RAG, AI agents, LangGraph, MCP, and more
36 MCP tools to drive the Unreal Editor from any MCP-compatible AI agent — levels, actors, components, assets, and console. OpenClaw gateway included for remote and chat access.
Persistent memory for AI coding agents via MCP — a bitemporal knowledge graph of your codebase, served to Claude Code, Cursor, Gemini CLI, and any MCP client. Tree-sitter + Gemini Flash → Neo4j (via Graphiti). 12 MCP tools, hierarchical clusters, two-regime confidence decay.
MCP server for Korea University KUPID portal & Canvas LMS — notices, schedules, library seats, assignments, grades from Claude
MCP server for your Astro/Starlight docs — search_docs, get_doc, list_docs over stateless streamable HTTP. Astro integration + pure handler + Cloudflare glue.
A Model Context Protocol (MCP) App built with .NET that provides an interactive color picker with a rich UI
Local-first AI image workspace for people and agents. Generate, edit, organize, and reuse images through the desktop app, JSON CLI, or MCP.
CLI for benchmarks & evals of AI coding agents — on tasks you already understand, using your Claude / Codex / Gemini individual subscriptions or API keys.
Access the OpenAlex academic research catalog - 270M+ publications through MCP. STDIO & Streamable HTTP.
Let AI agents see, debug and drive running WPF apps - visual tree, bindings, screenshots, clicks and text input over MCP. Snoop + Playwright for AI.
Model Context Protocol for WindDbg, implementation by rust
We’re build a swarm of agents for all data tasks. That anyone can use for free, open-source community version.
MCP server for Shapr3D — AI-driven CAD modeling with build123d (OpenCascade) and STEP file exchange
CLI and MCP server for LinkedHelper automation — let AI assistants control LinkedIn outreach
Valet - MCP servers that let an AI agent (Claude Code) trade for real: Interactive Brokers (quotes, positions, market/limit/stop/trailing/bracket, FRACTIONAL buys by the dollar) + crypto spot via CCXT with exchange-native stop orders. Hexagonal architecture, paper-first, fail-closed safety guards on every order. Live-validated.
Shared, structured memory for AI coding agents — MCP server + CLI. One memory layer for Claude Code, Codex, Cursor & every MCP client.
Organize and track job applications and tailor LaTeX resumes from the CLI or an MCP client.
Public ZuckerBot MCP client, CLI, agent skills and release source
Debugging-first MCP server for n8n. Tools for workflow generation, linting, per-node execution diagnosis, and driving live n8n instances. Built for AI agents.
Multi-agent Claude Code you can actually control. Spawn specialist teams in tmux, watch them work side-by-side, steer when needed. Built on native Claude Code agents. No black boxes.
List of open sourced MCP servers. MIT license. Managed by AgentX with love.
A lightweight Model Context Protocol (MCP) server framework for ESP32. Seamlessly connect embedded devices to LLMs.
VHK — AI 코딩 세션을 목표·증거·기억·규칙으로 묶는 한국어 CLI. 규칙 동기화, MCP 35 tools, verify/review/preflight 게이트.
Wrap any CLI as a Model Context Protocol (MCP) server for Claude, ChatGPT, Cursor, Gemini and any MCP-compatible client — schema auto-inferred from --help.
An MCP server providing curated Swift and SwiftUI best practices from leading iOS sources.
Package manager for AI coding assistants — manage skills, agents & MCPs across Claude Code, Codex, Copilot, and Cursor
Open-source browser automation broker for AI agents: persistent Chrome profiles, proxy-aware identities, remote API, MCP tools, browser-use/OpenBrowser adapters, human auth handoff, telemetry, and audits.
MCP server empowering AI assistants with real-world capabilities: Gmail, Calendar, Tasks, Git integration, and note management. Bridges AI assistants to external services through standardized protocol with secure authentication.
mcp-reporter is a streamlined utility that generates comprehensive capability reports for Model Context Protocol servers, empowering developers to easily understand available functionality across their MCP servers ecosystem for both documentation and integration into other tools.
A curated list of open-source alternatives to proprietary AI tools — LLMs, agents, RAG, coding assistants, image/video/voice generation, and local deployment. Updated July 2026.
Define Python tools once and serve them as a Typer CLI, FastAPI app, or FastMCP server — or convert existing apps between all three.
Local-first MCP server for Obsidian vaults — no plugins, no API keys, with schema-validated Bases (.base) support.
MCP server that gives text-only LLM coding agents vision — analyze images via any multimodal model (mimo, Claude, Gemini, OpenAI-compatible). Works with Claude Code, Codex, Kimi, opencode, PI.
MCP server for on-premises Azure DevOps Server (TFS) with TFVC support - shelvesets, changesets, Work Items, Git, Pipelines, Test Plans, Wiki for AI assistants.
Quickly run and manage ROS 1/2 robots. MCP server for Claude, Cursor, or any AI client. YOLO vision, MuJoCo sim, hot-reload Python behaviors, and a merkle-sealed tamper-evident black box for every run. pip install ros-agent
MCP server for perpetual futures trading on Hyperliquid, Lighter, Aster, trade.xyz & Kinetiq through one API — funding arbitrage, cross-venue positions, and perp order routing from Claude, Cursor, or any MCP agent.
Event Horizon is a VS Code extension that visualizes AI coding agents as a living cosmic system. Instead of viewing logs, terminals, or raw agent output, developers observe agent behavior in real time through an interactive universe.
The trust layer for the open agentic web—giving AI agents a passport, a bank account, and a trusted marketplace to securely interact with the world.
AI-powered MCP marketplace enabling AI engineers to deploy, monetize, and scale MCP tools using a pay-per-task execution model with integrated Stripe and Web3/crypto billing.
Production-ready Model Context Protocol server for Threads.com API. Features rate limiting, caching, webhooks, and full TypeScript support. Integrate Threads with Claude, ChatGPT, and AI assistants. 90%+ test coverage.
Structured file edits for AI agents (JSON/YAML/TOML, markdown, AST, dry-run, MCP). Not a generic filesystem MCP.
A focused desktop provider manager and router for AI coding tools.
Local-first, read-only MCP server to talk to your XP Investimentos portfolio through Claude Desktop. TypeScript + SQLite. Zero scraping, zero credentials.
MCP server for World of Warcraft API data — functions, deprecations, enums, events, widgets. Parses ketho.wow-api VS Code extension annotations.
Verified, fully-local code context for AI agents. MCP-native. No cloud, no editor lock-in.
Inspect and debug Model Context Protocol servers directly in your browser.
Zero-dependency Python SVG chart generator. Generate beautiful, customisable charts in SVG from Python data structures. Inspired by mermaid.js.
MCP server for Docker Swarm orchestration using FastAPI and Docker SDK
MCP server for Wildberries — marketplace orders, analytics, stock (Russia). Part of WWmcp — 114 MCP servers for emerging markets.
Local-first knowledge graph for browser tabs. Louvain clustering, PageRank, MCP server for AI assistants, Chrome extension, CLI. 100% private.
Give AI eyes and hands on your desktop. Open-source MCP server for desktop automation — screenshots, UI control, browser automation, OCR. Works with Claude, Cursor, and any MCP client. macOS + Windows.
OpenClaw MCP Client Plugin - bridges MCP servers into OpenClaw via registerTool
AgentWorks: the open-source control plane for running, measuring, and improving AI agent workflows across your company.
Domain MCP server for AI-powered Dynadot management. Use Claude, Cursor, or any MCP client to manage domains through natural language. 106 API commands for domains, DNS, transfers, contacts, and more.
A powerful, production-ready MCP server implementing the Model Context Protocol with robust SSE transport, built-in tools, and comprehensive error handling. Seamlessly connect AI models to data sources with enterprise-grade stability and performance.
Local MCP switchboard for Codex, Claude Code, Gemini, Antigravity & VS Code — route tasks, run cross-model debates, and share context using the subscriptions you already have. No API keys, no cloud.
Canny MCP Server for Canny API integration with AI Assistants. Features Jira linking, batch operations, ETA management, company MRR tracking, and PM-focused workflows.
Multi-agent shared brain across Claude Code/Desktop, Codex, Gemini, Copilot, VS Code. Cross-session memory, self-improving skill loops, inter-agent signaling — one local MCP server.
The enterprise-grade CrewAI alternative for Go. Orchestrate strictly-typed, parallel AI agents with LangGraph-style Flow persistence, distributed A2A protocols, Model Context Protocol (MCP), and Human-in-the-Loop training.
A Programmatic Tool Calling MCP Server allowing AI agents to build and (re)use their own API interface stack tools.
Deterministic code-graph (GraphRAG) over your repo for LLM agents — local-first, git-native, zero-infra, served via MCP. Python, TS/JS, Rust, Go, Java, C#.
Transparent MCP proxy with OpenTelemetry tracing. Wrap any MCP server and persist traces to SQLite, Postgres or MySQL.
MCP server for FinOps cloud cost analysis using FOCUS billing data. Query AWS, Azure & GCP costs with AI assistants like Claude.
Glass Box Framework — runtime constitutional verification for AI answers. Trust Cards with claim-level reasoning chains, formal ECS scoring, the 7-angle Glassbox Court red team, and deterministic audit logs. MCP-native.
🐜 AI-native modular coding workspace — 127 modules, 424 MCP tools, 21K+ zero-mock tests, multi-agent orchestration (Claude/Gemini/GPT), PAI integration
Local-first clipboard history for macOS — offline semantic search, OCR, content protection, and a built-in MCP server for AI tools. 本地优先的 macOS 剪贴板管理器
Unofficial TimeTree MCP server for Claude, Codex, Cursor, and other MCP clients — read and manage calendars, events, memos, comments, labels, and members.
ToolHive Cloud UI surfaces MCP servers running in your infrastructure, highlighting metadata, tool capabilities, and copy-ready endpoints for fast AI agent integrations.
MCP server giving AI coding agents offline, token-efficient persistent memory — recall decisions, patterns, and bugs across sessions with 68.5% fewer tokens than re-reading context. No LLM, no server; works with 15+ agents.
Agentic MCP toolkit for UE5 — 100+ tools across 34 domains, PCG SQLite registry, cognitive map, SpatialCLIP grounding. The ultimate engine for spatial and procedural world-building.
SAP SuccessFactors MCP server — 43 HR tools for Claude Desktop & Cloud Run. Query employees, permissions, time off, hiring, compliance, and more via natural language.
Local-first memory runtime for AI agents. One command to connect Claude Code, Codex, ChatGPT, MCP workflows, and local agents.
한국 초등 2022 개정 교육과정 학습 그래프 MCP 서버 — 성취기준 원문 수록
MCP Space is a no-code platform for building and deploying AI tools using the Model Context Protocol (MCP). Create powerful AI agents through an intuitive chat interface without writing code, then deploy with one click to Cloudflare Workers. Combines a Next.js frontend with Google ADK backend for a seamless AI development experience.
Two-way communication bridge between Claude Code sessions using the Channels API
MCP server for searching Danbooru characters and related tags. Search any character tag to get visual traits (ahoge, pink_hair, etc.), wiki, aliases, and costume variants. Pure AI-generated.
A Model Context Protocol (MCP) server implementation for Freshdesk API v2 integration. This server provides tools for managing tickets, contacts, agents, companies, and conversations through the MCP interface.
An AI agent that runs your Avito account: replies to buyers, keeps listings priced and promoted, fulfils orders. MCP server, 148 tools.
Практический гайд по AI для 1С: MCP, Agent Skills, OData, безопасность и проверяемые сценарии
Unofficial MCP server for Microsoft Planner using Microsoft Graph and Entra ID delegated authentication
MCP server for SAP Business Data Cloud (BDC) integration - 7 tools for Delta Sharing, data product publishing, validation, and orchestration
Pre-install security for AI agents, npm packages, and MCP servers. Zero-dep local static analysis; normal scans never execute package code.
The most comprehensive ServiceNow MCP server. 17 tools for full CRUD, CMDB graph traversal, background scripts, ATF testing, and more.
Lightning-fast RAG for AI agents. ONNX-powered, 4-layer fusion, MCP server. No PyTorch.
The Open-Source MCP Firewall & Security Gateway for AI Agents. Inspect, redact, and control tool calls. Proxy mode (universal) and Inline SDK mode (Go).
Use existing brand guidelines with AI. Turn websites, PDFs, and Figma into a portable .brand runtime through MCP.
Local Rust codegraph and verifiable workflow for AI coding agents — project maps, change and test impact, MCP queries, and diff-backed implementation audits.
Fast terminal UI and CLI for testing, debugging, and automating Model Context Protocol (MCP) servers. STDIO, SSE, HTTP, Streamable HTTP. Built on the official MCP Go SDK.
MCP server with 40 tools for AI agents. Memory, web fetch, search, file ops, screenshots, and multi-agent coordination in one Go binary.
The terminal AI agents can drive — and the cockpit to run them from. 99 MCP methods / 21 namespaces, agent Inbox, verified worktree fleets, diff review & rollback. macOS / Linux / Windows, local-first, $0, MIT.
A carefully curated collection of high-quality tools, libraries, research papers, projects, and tutorials centered around Model Context Protocol (MCP) — a novel paradigm designed to enable modular, adaptive coordination between large language models (LLMs) and external tools or data contexts.
⚜️ An MCP server for context compaction and recycling in Claude Code
MCPlex - The MCP Smart Gateway. Semantic tool routing, security guardrails, and real-time observability for AI agents.
A complete Model Context Protocol (MCP) server for Fortinet FortiOS 7.6.6
Headless WordPress MCP server — adds an Astro frontend to any WordPress site. Multi-site support, content sync, and GitHub publishing.
Agent skills for Preset, Apache Superset, Superset MCP & Snowflake Cortex — works across Claude, Codex, Cursor, Copilot, Cortex Code & Gemini CLI.
webmcp-bridge is a WebMCP-focused browser app that turns remote MCP servers into browser-usable tool context, so you can discover capabilities, execute them, and expose them through navigator.modelContext for next-gen browser AI workflows.
Advanced cognitive reasoning MCP server — DAG thought graph, 10 strategies, metacognition, self-critique, knowledge integration, and pruning
Aixle Flow — orchestrate coding agents through durable, inspectable workflows.
Develop Minecraft plugins with Claude Code on a live server. Read console, run commands, edit Skript files, and eval code — all from your IDE. End-to-end encrypted bridge between Claude Code and your Minecraft server.
cotlib is a secure, high-performance Go library for parsing, validating, and generating Cursor-on-Target (CoT) XML messages. It features a comprehensive, embedded type catalog with metadata and XSD catalogue, robust validation logic, and LLM/AI-friendly search APIs. Designed for reliability, composability, and security.
Token-saving code search for AI coding agents — TypeScript, JavaScript & Python (zero setup), C#, C++, Go & 30+ more, via a language-server or tree-sitter index instead of grep. Local-only, no IDE. Claude Code plugin + MCP + CLI.
Lightweight OAuth 2.0 authorization code capture for CLI tools & desktop apps. Works with Node.js, Deno, Bun. MCP SDK ready.
Share agent-generated Markdown as links — GitHub gists or self-hosted, via MCP
A standalone terminal agent in a single C file. Model agnostic (13 providers + local hako), skill-driven, tool permission gated. No node, no python.
MCP server giving AI agents (Claude, Cursor, Windsurf) full control over Rhinoceros 3D v8 — 105 tools for geometry, surfaces, booleans, Grasshopper, viewport capture, and script execution
Bundle trusted MCP servers, agent skills, and project rules into one shareable install flow across AI IDEs.
Official SAHMK MCP server for AI agent access to Saudi market data (v0.7.0). Default public Dev API host: api.sahmk.sa.
Dev Runner CLI - Terminal UI for managing multiple dev services with colored logs, filtering, and MCP integration for Claude Code
SSH MCP Server - AI manages remote servers via SSH. Multi-server, SFTP zero-token transfer, SOCKS5 proxy, jump host, 2FA, async transfer with progress.
MCP server that lets your AI assistant read and write Figma in real time — no API token, no rate limits. Works with Claude, Cursor, Copilot, Codex and any MCP client.
MCP server that drives Google Flow (Veo / Nano Banana) through its internal tRPC API, with a hard credit-cost gate
Tuned and fully-featured MCP to work with the filesystem in LLM optimized way
MCP server for Apple Photos - query, search, export, and inspect the macOS Photos library via Claude and other AI assistants, plus opt-in album/metadata write tools (read-only by default)
Stop re-explaining your project to AI agents every session. One memory layer for Claude Code, Cursor, Windsurf, Antigravity — local, MIT, no signup.
Auditable MCP + cross-agent harness for autonomous and human-guided academic writing—from verified evidence to reviewed DOCX/PDF.
A command-line interface for interacting with MCP (Model Context Protocol) servers
Local MCP server for YouTube metadata, thumbnails, comments, and analytics.
Go-based MCP server for codebase indexing and semantic search (Augment-compatible)
Janux - One component, two faces: UI for humans, MCP tools for AI agents. The agent-native fullstack framework.
🚀 Discover and explore a curated list of MCP servers, tools, and resources for AI assistants, enhancing your development and productivity.
MCP server + CLI for iOS Safari debugging via ios-webkit-debug-proxy — full WebKit Inspector Protocol support
Automate real Microsoft PowerPoint with AI via MCP Server or CLI - slides, shapes, tables, charts, SmartArt, animations, and 141 operations with export-to-verify visual checks.
The definitive PMO operating manual & executable skill framework aligned with PMI PMBOK® 8th Edition. Standardizes lifecycle delivery (Predictive/Agile/Hybrid), decision routing, and pre-audited template artifacts for professional practitioners.
Open-source AI coding agent that survives interruptions, runs in a native sandbox, and proves its changes.
Workflow guardrails for coding agents and LLM-assisted development: AGENTS.md, native hooks, MCP, SaneMaster, circuit breakers, and shared process checks.
MCP server that drives FMOD Studio live via its scripting terminal (TCP 3663) — one tool per Scripting API member, generated from the API reference.
Event-driven MCP bridge for orchestrating ZCode, OpenCode, and Pi through a unified agent-* toolset, with concurrent runs, resource leases, session recovery, and backend-aware permissions.
acrawl — LLM-powered web crawler. Describe what you want in plain English, get structured data back. Single Rust binary, 25 providers, MCP server built-in.
This repository is the official companion for the Azure AI Foundry Agent Service Webinar Series. It provides hands-on code samples, modular use cases, and practical guides for building, deploying, and scaling AI agents on Azure.
Tools to interact with the Camunda 7 Community Edition Engine using the Model Context Protocol (MCP). Whether you're automating workflows, querying process instances, or integrating with external systems, Camunda MCP Server is your agentic solution for seamless interaction with Camunda.
Open-source build package for creating an MCP server that gives Claude Code full control over Autodesk Fusion 360. Localhost-only, no bloat, no binaries.
Free, open-source CLI for dependency intelligence, SBOMs, vulnerability auditing, and CI policy gates.
On-device AI agent engine for mobile apps — embedded Node.js worker with Claude LLM, file tools, code execution, git, and extensible MCP device tools
A local-first cognitive substrate for neurodivergent professionals. Gives Claude memory, a sense of time, a translator for corporate ambiguity, and a guardrail that refuses to amplify rumination, hyperfocus, or sycophancy. MCP-native. No telemetry. AGPL-3.0-or-later. Self-ID sufficient — no diagnosis gating.
A small FastMCP-based Microservice that renders LaTeX to PDF. The server exposes MCP tools to render raw LaTeX or templates and produces artifacts
Persistent visual memory for AI agents — capture screenshots, embed with CLIP ViT-B/32, compare, recall. MCP server + Rust core library.
AI agent toolkit for accessing and analyzing SEC EDGAR filing data. Build intelligent agents with LangChain, MCP-use, Gradio, Dify, and smolagents to analyze financial statements, insider trading, and company filings.
Let Claude control your Mac — windows, menus, keyboard, clipboard. 12 typed tools, security-first MCP server.
MCP server for production-grade UI design — 27 tools covering design rules, OKLCH tokens with auto dark mode, WCAG 2.1 accessibility audit, React/Vue/HTML component output, vanilla CSS/SCSS/CSS Modules generation, anime.js v4 motion, anti-slop quality gates, and 328+ brand references.
An integration that allows Claude Desktop to interact with Hacker News using the Model Context Protocol (MCP).
A curated list of 100+ Model Context Protocol (MCP) developer tools — SDKs for 15 languages, frameworks, inspectors, testing and security scanners, proxies, gateways, hosting, and templates for building MCP servers and clients.
Vibe code fast. Ship like an engineer. AI engineering framework packaged as an MCP server that enforces TDD, security scanning, pentesting, secret management, QA audits, and deployment to a securely configured VPS — automated with up to 100× fewer exploration tokens.
Turn your Android phone into an MCP (Model Context Protocol) server. AI agents and desktop scripts can call your phone for live data and actions over LAN.
MCP server for AI image generation, transformation, and style management via the Recraft API. 16 tools for text-to-image, inpainting, vectorization, upscaling, and more.
Self-hosted, GDPR-safe AI agent for law firms. Zero-cloud, hash-chained audit trail (AI Act art. 12), bring-your-own-model, 9 language editions. Hard fork of willchen96/mike, AGPL-3.0.
Local CLI that audits coding-agent configuration for security, instructions, context, and MCP — no API key or code upload by default.
Governance proxy for MCP - enforce policies, cap cumulative cross-tool spend, route approvals, check evidence, and audit every AI agent tool call. No changes to agent code or MCP servers.
MCP server for searching 600,000+ CS/AI research papers with citation graphs, full text, embeddings, and BibTeX. Works with Claude Code, Cursor, and any MCP client. No signup required.
Find and fix what the MCP 2026-07-28 spec revision breaks in your server. 21 rules, 5 autofixers, and a readiness board.
🚀 Ultimate Developer Productivity Suite - 11 specialized MCP servers for AI-powered code analysis, security scanning, browser automation, and workflow orchestration. FastAPI + React + TypeScript + Docker ready.
Local MCP server for governed AI access to SmartSuite
面向智能座舱的云边协同 AI Agent：端侧毫秒级车控，云端声明式 Multi-Agent 与 Skill/DAG 编排，支持 S2S 实时语音、声纹多用户、视觉与 HMI；LLM 只负责理解与规划，VAL 负责确定性安全执行。
The agent that learns how you decide - and proves it by never deciding for you. A local-first, loop-native runtime for a team of AI agents on your machine.
Catch stdout pollution and handshake failures in MCP stdio servers before clients do.
The most capable Calibre MCP server — full read/write tools plus multilingual semantic search over your whole ebook library or a single book. For Claude & any MCP client.
Open-source, keyboard-first Microsoft Teams client — built on the Graph API with AI summaries, voice rooms, themes, disappearing DMs, and an MCP server for Claude & Cursor.
Local‑first MCP server for multi‑repository semantic code search with Qdrant and llama. Turns your entire workspace into private context for AI coding assistants like Claude Code, Codex, Cursor, Copilot, Antigravity and Windsurf.
Terminal-based AI coding assistant with Claude/OpenAI support, secure local tools, web search, and MCP integrations.
Zero Trust for AI agents. Generates and protects MCP servers for both internal copilots and customer-facing agents. Apache 2.0, self-hosted.
MCP server for the LegiScan API. Access legislative data from all 50 US states and Congress - search bills, get full text, track votes, look up legislators, and monitor legislation changes.
ClawTouch MCP server — exposes a real USB-HID keyboard/mouse (Raspberry Pi Pico 2) as Model Context Protocol tools for any LLM agent. MIT.
The ultimate AI Agent skillset. An official MCP Server packed with 16 world-class tools to autonomously convert standard markdown into animated, glassmorphic GitHub Profile masterpieces
This awesome list is automatically generated and regularly updated to ensure you have access to the latest and most comprehensive collection of MCP servers available.
PulseChain MCP server for AI agents: chain reads, markets, swap quotes, and encrypted wallets
Unofficial local-first MCP server for Samsung Health personal-data CSV/ZIP exports.
A powerful Model Context Protocol (MCP) server that enables AI assistants like Claude Desktop to monitor and manage Java applications through JMX. Provides real-time MBean discovery, attribute management, and natural language JMX operations.
KSeF SDK for TypeScript/Node.js — invoice reconciliation with bank statements (MT940, mBank, ING, PKO, Santander), production KSeF 2.0 HTTP client, MCP server for Claude and Cursor. Open-source, MIT.
MITM proxy for Claude Code with real-time TUI, web UI & MCP server — intercept, inspect, and send messages to the Anthropic API. Headless mode for automation.
MCP server for growth marketing - campaign design, retention analysis, churn prediction, A/B testing
One MCP server that fronts many MCP servers + Skills behind a small tool set and routes to the best one, keeping an agent's context tiny. Migrate your Claude Code MCPs/skills behind it.
A programming language designed for AI agents. No parser, no syntax — agents produce AST directly as JSON. Statically typed, effect-tracked, contract-verified, compiled to WASM via MCP.
Token-lean web microfetch for LLM agents: any URL → clean markdown via CLI, MCP server, and Claude Code plugin. Real browser-cookie auth, passkeys, anti-bot reach, on-by-default prompt-injection defense, plus on-device multimodal ASR/OCR. A single Rust binary — not a browser.
MCP server that wraps the Dagster GraphQL API — monitor and operate runs, assets, schedules, sensors, and backfills from any MCP client
Figma → Code (HTML/CSS/Tailwind/tokens), read by any AI agent via MCP. Free, local, no Dev seat, no account.
MCP proxy server that reduces LLM context overhead with on-demand tool loading from multiple upstream servers.
Universal Agent Plugin for safe BLE diagnostics and automation, with Agent Plugins 1.0.0 metadata, a portable Skill, deterministic CLI, local MCP, and evidence capture/diff/replay.
Federated MCP gateway: one OAuth 2.1-protected, spec-compliant MCP server in front of all your apps. Backends stay plain HTTP (~120-line contract) or proxied native MCP servers with a per-user token vault. Scope-filtered tools, live discovery, audit trail. Give agents curated, governed access to your whole stack — one URL, one token.
MCP server for Zitadel identity management — manage users, projects, apps, roles, and service accounts from AI tools
MCP server for Kokoro text-to-speech, with adjustable voices/speed and an optional OpenAI-compatible (kokoro-fastapi) backend.
Visual workflow editor for building node-based AI agent workflows with drag-and-drop interface, A2A integration, and real-time execution
Secure Database MCP Server featuring a V8 Isolate Code Mode sandbox that unifies 181+ tools, delivering 70-90% token savings. Built for enterprise with HTTP/SSE transports, OAuth 2.1, dynamic filtering, granular RBAC, audit logging, deterministic error handling, Prometheus metrics, and encryption at rest for maximum observability and safety.
The ultimate home lab dash with agentic AI features bolted in. Single sign-on, HTTPS enforced, dockerised and modular. Can be run completely offline too!
MCP server exposing the full Apple Ads (Search Ads) Campaign Management API v5 — 74 typed tools
An MCP server that gives non-vision LLMs the ability to "see" images. Plug in any OpenAI-compatible vision API (Gemini, Qwen-VL, OpenAI, or self-hosted) and your text-only model — like DeepSeek in Claude Code — can analyze screenshots, OCR text, read charts, and more.
8-armed SEO intelligence - MCP server + CLI with 23 tools for rank tracking, Google Analytics, site auditing, keyword research, competitive analysis, and performance monitoring
MCP server that wraps the xAI Grok CLI. Lets Claude Code, Cursor, Cline, and any MCP host use Grok as a peer code reviewer, adversary, and second-opinion consultant.
MCP server for Microsoft Dynamics 365 Finance & Operations - enables AI assistants to explore metadata, query data, and execute sandboxed code
Community GitLab MCP Server — works with any GitLab tier (Free/Premium/Ultimate), no Duo required. GraphQL schema discovery, repo browsing, multi-client support (Claude Code, LibreChat).
Local-first MCP coordination hub. One local daemon serves multiple AI assistants across IDEs — shared meetings, tasks, messages, and project registry. Works with Claude, Cursor, VS Code, Zed.
Unity Editor MCP plugin — AI agents drive Unity via Model Context Protocol. Apache 2.0, ~290 domain-specialized tools including procedural generation, simulation, physics, rendering, and AI behavior from published research papers.
Telegram for AI agents -- messages, chats, media, and contacts across both bot and full user-account modes.
Azure DevOps MCP for querying repositories, pipelines, work items, and delivery metadata via HTTP
MCP Server for Baota (BT) Panel — query logs, manage websites & deploy HTML via AI. 宝塔面板 MCP，支持日志查询、一键建站、网站管理
𝗠𝗼𝗱𝗲𝗹 𝗖𝗼𝗻𝘁𝗲𝘅𝘁 𝗣𝗿𝗼𝘁𝗼𝗰𝗼𝗹 (𝗠𝗖𝗣) 𝗕𝗮𝘀𝗲𝗱 𝗖𝗟𝗜 𝗔𝗜 | 𝗧𝗼𝗼𝗹 𝗜𝗻𝘁𝗲𝗴𝗿𝗮𝘁𝗶𝗼𝗻 | 𝗚𝗲𝗺𝗶𝗻𝗶 𝟮.𝟬
WebMCP at the edge. A Cloudflare Worker that equips any website with WebMCP from one TOML config.
Self-hosted MCP server + dashboard giving Claude Code, Cursor & Hermes agents shared long-term memory over a git-backed markdown vault. Agent-native, Obsidian-compatible second brain — markdown RAG, no vector DB.
Runtime observability and reliability for the Model Context Protocol ecosystem.
Context Engineering is a MCP server that gives AI agents perfect understanding of your codebase. Eliminates context loss, reduces token usage, and generates comprehensive feature plans in minutes. Compatible with Cursor, Claude Code, and VS Code.
阿里云 SLS 日志查询 MCP Server，让 AI 助手（Cursor/Claude）直接用自然语言查询 FC、SAE、ECS、ACK 等服务的日志，告别手动翻控制台
AI-powered OpenLayers map control via Model Context Protocol (MCP). 30+ tools for view, layer, feature, overlay, interaction, style, and draw operations.
aprovodka — MCP server for 1C:Enterprise via REST/OData 3.0. 32 tools: catalogs, documents, registers, accounting, batch, change-tracking. No BSL extension required.
Local room where AI coding agents collaborate on one codebase via MCP — collisions prevented, human in command.
URL MCP is a proof of concept stateless MCP server builder that allows users to build MCP servers without writing or hosting code. It's intended for protocol and security experimentation rather than for building real world MCP integrations.
Playwright MCP Server 一个基于 FastMCP 框架的专业级 Playwright 浏览器自动化 MCP 服务器，为 LLM 应用提供强大的网页交互和数据提取能力。
Multi-model consensus debate via the filesystem. LLMs propose, peer-review, rebut, vote and synthesize a group-confirmed answer. CLI + MCP.
A Model Context Protocol (MCP) server for Caltrain schedules. Get real-time train departures using GTFS data, designed for Claude Desktop and other MCP clients.
MCP server bridging Kali and FlareVM for automated Windows malware analysis. 48 tools, 5 prompts, 5 resources, composite playbooks (triage, behavioral, unpack, persistence audit).
Local Jira MCP, secure by default, LLM friendly, minimal context overhead
Zero-auth, security-hardened cross-domain research MCP server: web, academic, GitHub, news, weather, macro/finance, SEC, biomedical, Bluesky, YouTube. SSRF and prompt-injection defenses.
OpenEdu MCP Server for educational resources and curriculum planning, integrates with OpenLibrary, Wikipedia and arXiv
面向 agent 的豆瓣 MCP server + CLI：电影/图书查询、个人收藏管理；同时支持 Claude Desktop (stdio/SSE) 与 Claude Code/OpenClaw 等命令行 agent。
Humanize browser automation for AI agents, QA tests, and demos. Playwright-first — record sessions to video or runnable tests, and drive it over MCP from your favorite AI.
Local-first MCP server for Garmin Body Battery, HRV, sleep & training data — Claude/Cursor ready
🚢 One native app for all your AI coding agents - live rate limits, session usage, deep analysis of your & monthly spend for Claude Code, Cursor, Codex, Gemini etc plus one-click MCP/rules/skills/sub-agent deploy.
Connect SocialGPT to Claude, ChatGPT, Cursor, and any MCP-compatible AI agent.
Unofficial MCP server for Mistral AI developer docs and API reference. One public URL, no auth, works in every MCP client.
A runtime-portable 5-agent adjudicator council for universal quality gating of text artifacts.
Monorepo for SAP MCP servers (API Hub, Road Map Explorer, SAP Notes) and their shared SAP authentication module — npm workspaces.
국가연구개발(정부 R&D) 규정 검토용 MCP 서버 — 혁신법·시행령·행정규칙 55종을 AI로 검색·검토 (Korean national R&D regulations MCP)
Claude Code experience for the pi coding agent, in one package: reads your .claude config (rules, commands, skills, hooks, output styles, MCP, agents) and adds todo, checkpoints, memory, web, and subagents.
Econometrics MCP server for regression, causal inference, time series, panel data, and statistical analysis workflows.
An implementation of the Model Context Protocol (MCP), acting as a simple bridge to native OS functionalities like clipboard management and URL handling.
ChatGPT-like AI that runs 100% locally on your hardware. No subscriptions, no cloud, complete privacy. Multi-agent swarm + 10 MCP tools + hybrid RAG vector DB + . Runs on one GPU (RTX 5090 recommended)
Agentic-DART — autonomous detection & response agent. Architecture-first, not prompt-first. Starts as agentic DFIR; designed to expand toward agentic SOC and beyond.
Python CLI and MCP server for Microsoft Fabric Data Warehouses and SQL Analytics Endpoints: administer, query, optimize, and secure them from your terminal or your AI agent.
A config-driven MCP server core built on the official Rust SDK. Define tools, auth, prompts, resources, and HTTP behavior in YAML or JSON configuration -- the library handles execution, validation, and protocol compliance with minimal Rust code.
MCP server for Cisco Packet Tracer 9 — let Claude/ChatGPT design, build and validate Cisco network topologies in real time (OSPF, BGP, VLAN, NAT, VoIP, QoS, IPv6, wireless). 57 MCP tools, live HTTP bridge, TypeScript on Bun.
Vault-native MCP server for Obsidian: let Codex, Claude Code, Hermes, and other agents read, search, and safely manage your notes.
MCP server for 1C:Enterprise managed form generation, validation, conversion and search. Supports three formats: Configurator (logform), Managed, EDT (form:Form). 18 tools for Claude Code / AI agents.
MCP server for Beckhoff TwinCAT 3 (TE1000 / XAE Automation Interface) — drive the System Manager tree, PLC authoring, IO/EtherCAT, linking, builds, and deployment from an AI agent.
100% local MCP server for semantic code search: AST-aware chunking, hybrid BM25+dense retrieval, code knowledge graph
Book a San Francisco tennis court via MCP server w/ auth
Verifiable agent actions. Every action becomes signed context for the next. Ed25519 signatures, Merkle log proofs, independently verifiable by anyone.
Write-capable PDF toolkit for any MCP client: 22 tools to read, create, render, encrypt, and transform PDFs. Vision rendering for scans, form-preserving merge and split, AES-256, zero native dependencies.
Sample application for Enterprise MCP server architecture. Built with Workato Enterprise MCP. Hospitality use case, with customer- and employee-facing agentic experiences.
MCP server for Limitless Pendant — search, retrieve, and analyze lifelog recordings from Claude.
Intent-based MCP server for project documentation search. Maps natural language queries to the right sources automatically—no configuration needed. The standard for AI agent documentation search.
A structured data reader and writer like 'jq' and 'yq' for AI Agents
A Free, Open Source, collection of personas, prompts, skills, memories, agents, and more. Use them directly through the DollhouseMCP Server
Serve an oRPC router as an MCP server — tools, resources, and prompts over Streamable HTTP or stdio.
Self-maintaining and persistent codebase memory for AI coding agents — a deterministic AST index plus agent-written notes that flag themselves stale when the code changes. Works with Claude Code, Cursor, and Codex via MCP + CLI.
A client for the MCP Flight Search service using Ollama and Llama 3.2 to provide a user-friendly flight search interface with Model Context Protocol tools
MCP server for Bloomfilter, a domain registration service for AI Agents.
TypeScript MCP gateway that connects AI agents to backend APIs via the Model Context Protocol — pluggable auth, V8 sandbox execution, circuit breaker, and audit logging.
Drive Unreal Engine 5.7 from any MCP client — 143 editor-automation tools (inspect, author, render) over a local TCP socket.
University for AI agents. 92 courses, 4400+ scenarios, any model via OpenRouter. Auto-training loops generate per-model SKILL.md documents. Works with Claude Code, OpenClaw, Cursor, Windsurf. No fine-tuning required.
Production-ready Python 3.13+ CLI/API system with Adaptive RAG, multi-engine TTS, OpenRouter key rotation, FastAPI backend, and Next.js dashboard
MCP server giving AI assistants a toolbox for Python development.
Model Context Protocol (MCP) servers that give AI agents local access to macOS apps: Mail, Calendar, Reminders, Messages, Contacts, Notes, Shortcuts, Files, System, and Maps. Unified server plus focused single-app servers.
MCP bridge that lets ChatGPT create, view, continue, and control DeepSeek Harness (DSH) agent sessions.
MCP server for self-hosted Penpot — AI-powered UI/UX design and prototyping (66 tools)
Local hardware intelligence for AI coding agents. Zero cloud. Zero telemetry.
Localhost port manager - Electron desktop app for managing dev ports and apps
Read, create, and modify Figma designs programmatically via MCP, empowering AI to execute Figma changes safer, cleaner, and faster.
The largest open MCP server directory — 8,000+ community-driven Model Context Protocol servers. Open-source, fully searchable.
Persistent Agent Runtime — self-hosted cognitive runtime for AI coding agents: semantic memory, knowledge graph, agent coordination, event-driven workflows, and autonomous self-maintenance via MCP
MCP server for Android/iOS/Windows automation — control real devices from Claude, Cursor, and other AI tool
Portable Bash-only framework for building stdio Model Context Protocol (MCP) servers with zero dependencies.
MCP server for Hey.com: read, send, search, and organise email from Claude or any MCP client. Runs locally, stores no credentials, respects rate limits.
Chrome Side Panel companion for OpenAB — a multi-agent chatroom with in-browser control for agents via MCP-over-ACP.
Robinhood CLI (MCP + API) — unofficial Robinhood API map + CLI + MCP for a real account (reads live, writes gated). The API map is the product.
Markdown-first multi-model AI orchestration in one tmux session. A single coordinator (Chrono) routes scoped markdown task packets across 4 frontier model lanes (GPT-5.6 Sol / Claude Opus 5 + Fable 5 / Gemini 3.5 / Kimi K3) and 73 role-based specialists — with cross-family review gates, git-snapshot safety rails, and no server. Dogfooded.
Simple Code Analysis MCP server, language agnostic with code indexing and search capabilities.
A semantic search and retrieval system for local documents using vector embeddings. Powered by MCP (Model Context Protocol).
Automatically share development progress to Slack through AI. MCP-powered task reporting with privacy-first design.
Self-hosted media server with AI-powered management via MCP. Control Jellyfin, Sonarr, Radarr, qBittorrent and PyLoad through any AI assistant.
改配置+重启才能加 MCP？DeepSeek Harness (DSH) 插件「技能配置」解决：设置页粘贴 JSON 即连 MCP 服务器、热加载免重启；上传 zip/.skill 自动识别 SKILL.md，创建/编辑/启停技能，即点即用
macOS window manager and Rectangle alternative: keeps your Rectangle shortcuts and rectangle:// scripts, adds snap zones you draw yourself, workspaces that reopen apps on the right monitor, OCR, screenshot annotation and voice. One menu bar app, all on-device.
Functional Python agent framework with MCP support, enterprise security, immutable state, and production-ready observability for building scalable AI systems.
MCP server that turns Claude into a Fantasy Premier League analyst. 11 tools: captain picks, transfer suggestions, player comparison, hit calculator, chip strategy, differentials, fixtures, price predictions, live points, squad scout. pip install fpl-intelligence
Official MCP server for OrcaRouter — the LLM gateway with auto-routing and fallback chains. Browse models and chat from Claude Desktop, Cursor, Windsurf, or any MCP client.
MCP Server for Spoolman — manage your 3D printer filament inventory through AI assistants
Glasses MCP is a simple MCP server that lets your AI agent see and capture the web 👓
an expert design advisor mcp that finds the best fonts for your project via live research and project scanning.
Your dashboard is data. Any AI can build it; any human can edit it. A protocol + runtime for agent-composable dashboards — layout-as-data, one guarded control plane, sandboxed agent-authored widgets, MCP server included.
Local-first crystalline intelligence for AI agents: the knowledge that endures across sessions, taught as Markdown Domains and captured as Engrams. One Rust binary with MCP server, CLI and hybrid search.
Unified MCP server for AI-assisted iOS development — build, deploy, screenshot, and interact with iOS Simulator from Claude Code, Cursor, or any MCP client
MCP server for delegating mechanical tasks to local LLMs via Ollama. Claude does the thinking, your local model does the grunt work.
Multi-account tool broker for AI agents — use tools on demand from the CLI or connect through MCP, with credentials kept local.
Chat with top llms(free) , built in websearch , code-interpreter data analysis tools , powered by the model context protocol.
Meet WebHive, the AI-powered browser that takes care of tasks for you. No more endless clicks, tell it what you need, and it gets it done.
Control Blender with AI through the Model Context Protocol — 359 tools, 51 modules, works with Cursor, Windsurf & Claude Desktop
The most comprehensive MCP server for Blender — 218 tools for 3D modeling, AI generation, MSFS content creation, and more
Deterministic, self-hosted long-term memory for AI agents: store facts instead of transcripts, recall only what matters.
A detective for your data. Zero-config data quality monitoring — works with dbt, Postgres, BigQuery, Snowflake. No YAML.
BuyWhere MCP server — search and compare products from Singapore, SEA, and US markets via Model Context Protocol. Cross-border e-commerce product catalog for AI agents. Free API key: https://buywhere.ai/api-keys
npm for AI CLIs - install MCP servers across Claude Code, Gemini CLI, Codex, Copilot
Expert-level PostgreSQL database analysis MCP server for AI assistants.
Smart contract security auditor for Claude Code — vuln detection, exploit PoCs, mainnet-fork simulation, audit cards, on-chain certificates. Solidity + Vyper · 38 commands · 19 agents · 33 skills · 9 MCP servers.
MCP server enabling AI agents to make Lightning Network payments
A Dart implementation of the Model Context Protocol (MCP), enabling seamless integration between Dart/Flutter applications and LLM services.
Draw.io MCP server for RF, electrical, PCB, and EMC engineering diagrams — 10 tools, 269 stencil symbols.
MCP server that lets Claude (or any Model Context Protocol client) drive the CODESYS V3.5 SP22 PLC IDE via its Python ScriptEngine - projects, POUs, build, devices, libraries, and live online control.
Agent skill (npx skills) for evidence-based SAP API Policy alignment assessments — sourced, confidence-rated, never legal advice.
MCP server exposing OpenAI's gpt-image-2 for image generation and iterative editing
Cross-platform SSH, RDP, VNC & web connection manager with a built-in MCP server — let Claude Code or Codex drive your infrastructure
Let ChatGPT use Codex's local toolbox, then call Codex only when needed.
The Cowork Agent for Everything — trainable advertising AI + 14 platform MCP servers + agent skills. Based on minimind (42k stars). Train from zero in 2 hours.
Smart note consolidation for Obsidian using Claude AI. Automatically identifies and merges scattered fragments into structured knowledge via MCP. Like Tetris for your thoughts - pieces fall into place.
One home for every idea — local-first macOS desktop app for tracking work-in-flight with linked repo worktrees, context files, external resources, and AI agent sessions, all per-idea.
Local-first Apple Mail MCP. Dead fast. Dead simple.
A local MCP bridge that lets Claude, Codex, Antigravity, and Cursor read and edit the project open in DaVinci Resolve — free version included. Nothing to edit, nothing to repaste.
Coletor 24/7 de conteúdo (áudio, vídeo, imagem, texto) de grupos de WhatsApp via Baileys, organizado por grupo.
One app to manage MCPs, skills, rules, hooks, subagents and plugins across Claude, Codex, Gemini, and 7 more AI coding tools.
Enterprise-grade Model Context Protocol server for the full Hetzner platform. Cloud, Storage Box, and Robot dedicated servers. Cost-guarded, security-hardened, every endpoint live-tested.
MCP server for SearXNG with 13 production-ready tools for web search, package info, GitHub integration, error translation, API docs, and more
UIMax MCP — Turns Claude Code into a frontend expert that reviews and fixes your UI automatically. Free for Pro plan users.
Flux UI docs for your AI coding assistant. Live from fluxui.dev, Pro-tier aware, Laravel Boost compatible.
MCP server, CLI, and web dashboard for Ren'Py visual-novel development — inspect, drive and debug a running game from an AI agent or the browser
1,000+ open taxonomy systems with 1.2M+ codes and 320K+ crosswalk edges. NAICS, ISIC, NACE, HS, SOC, ISCO, ESCO, CPC, UNSPSC, ICD-10/11, Patent CPC, GDPR, and more - all connected. REST API + MCP server for AI agents. Open source (MIT) by Colaberry Inc.
TypeScript starter template for building Model Context Protocol (MCP) servers, designed to help developers create secure and robust AI-agent-compatible services.
Declarative AI-native application framework — schema-driven entities, Markdown skills, MCPB packaging
Pacotes bncc (npm/PyPI) e servidor MCP: o dataset bncc-dados consumível em uma linha
MCP Server for Google Maps (using Places, Routes & Maps REST API)
High-performance Model Context Protocol (MCP) server gateway for Claude Pro. Seamlessly bridges Claude Web UI with local environments, file systems, and secure execution layers.
Stop storing API keys in mcp.json and shell profiles. kprun solves this by keeping secrets in an encrypted KeePass vault and injecting them only into spawned processes. Designed for MCP servers, coding agents, and dev scripts. Features: per-proces injection, audit logging, cross-platform, KeePassXC-compatible, CI/CD-ready.
A modern CLI tool for generating production-ready Model Context Protocol (MCP) servers
Local Codex MCP harness: contracts, persistent RAG memory, raw traces, verification records, governance policy and PASS/FLAG/BLOCK audits, observability reports, harness profiles, eval runs, Meta-Harness-lite promotion records, natural-language harness specs, MCP resources/prompts, multi-client installer, and completion gates.
Local-first repo maps for coding agents—ranked files, test routes, risks, CLI/MCP/GitHub Action, and public GitHub URLs.
Local-first multi-agent platform built on DeepAgents. Gateway, Agent Worker, and Web UI for orchestrating autonomous AI agents.
🧠 Production-ready MCP server providing intelligent memory for Claude Code with async architecture, Neo4j knowledge graphs, smart chunking & enterprise security. One-command Docker deployment.
Local JSON memory store for context engineering with GitHub Copilot and MCP clients. Includes CLI, MCP server, and custom VS Code agent.
Add agent-ready, interactive charts to your MCP server in a few lines.
📦 Discover, deploy and test MCPs in isolated sandboxes (for test: https://superbox-demo.netlify.app)
MCP Server for Lightning Faucet - Give your AI agent a Bitcoin wallet
Engine-agnostic MCP server shared by Unity-MCP, Godot-MCP and Unreal-MCP
Self-hosted Compound AI System for sovereign environments. Features token-saving complexity routing, deterministic MCP tools for math/logic, configurable expert templates, causal/reinforcement learning, agentic loops, and a federated Neo4j GraphRAG.
Your agent can read git log. It can't read the shell commands you tried that failed. NexusMem indexes shell history with exit codes, git commits and diffs, and project docs into a local SQLite database, and serves back a token-budgeted slice on demand. No cloud, no account.
A hands-on LangChain course with 100+ runnable labs — RAG, tools, agents, MCP, structured outputs, and multi-provider LLM support.
AI Agent built with Google ADK that leverages Google Maps MCP Server to answer real-world location questions with tool usage and traceable execution via Opik.
A self-hosted, observable orchestrator for multi-agent workflows on your repos. Compose from skills and memory, run on events or cron, dispatch between agents.
DS-VISION V3: auditable visual evidence for coding agents via MCP (visual evidence for agents without native vision).
A TypeScript MCP Server that converts ComfyUI workflows into parameter-configurable tools for AI agents. | 将 ComfyUI 工作流转化为参数可配置的 MCP 工具，供 AI 代理通过自然语言驱动图像与视频生成。
A Security-centric MCP Server providing enterprise-grade filesystem powers to AI assistants—read, write, edit, and manage files with comprehensive CVE protection and user-controlled access.. [Explore comprehensive code documentation and architecture details on DeepWiki](https://deepwiki.com/n0zer0d4y/vulcan-file-ops)
Discover the right CLI tool for any task — in plain English. MCP server for AI agents.
An MCP (Model Context Protocol) server that gives AI agents direct access to [developer.android.com](https://developer.android.com/) - search docs, look up API references, browse packages, and check release notes.
Open-source package registry for MCP (Model Context Protocol) servers with built-in security scanning, trust scoring (L1-L4), and CLI. Every bundle verified across 25 supply-chain controls.
Common Lisp SDK for Model Context Protocol (MCP) and Agent-to-Agent Protocol (A2A)
Give any LLM a private, self-hosted brain on your NAS: categorized memory & skills, your tools, devices, email, calendar & webhooks, an encrypted vault, roles & per-user areas — single-user or multi-user, all through one MCP connector.
Vet a package before your AI coding agent uses it — authoritative facts (CVEs, license, maintenance) via an MCP server + CLI. Local, no account.
Code quality platform for Bazel monorepos — static analyzers as aspects, SARIF, quality gates
A security-first bridge between Claude Code (MCP) and Chrome — HMAC pairing, domain allowlist, per-domain evaluate opt-in.
TwitterAPI.io MCP server: offline docs (endpoints, pages, blogs) for Claude and other AI assistants.
Engineering MCP suite — all-inclusive catalog and installer for RF/EMC/PCB/test-gear MCPs (atlc3-now-lineforge, openEMS, NEC2, EMC regs, drawio, VNA, and more)
🎯 Precise code extraction for AI assistants - MCP server using tree-sitter to extract functions, classes & snippets from 30+ languages without manual parsing
Multiplexer for MCP tool calls: parallel execution, batching, caching, and pipelining for any MCP server
AgentSUMO: An Agentic Framework for Interactive Simulation Scenario Generation in SUMO via Large Language Models
Mezmo MCP: A remote Model Context Provider (MCP) for AI assistants and IDEs to interact with the Mezmo observability platform—enabling pipeline management, log querying, and root-cause analysis via the Model Context Protocol.
MCP proxy: zero-code GCF adoption. Wraps any MCP server, converts JSON to GCF mid-flight. 53-71% fewer tokens. Works with any structured data.
Free web search, page reading, deep research and image generation for your coding agent - one binary, zero monthly bill.
Creative intelligence MCP — score your prompt before you spend the credit
A minimal Model Context Protocol (MCP) implementation built with Node.js and TypeScript. This project demonstrates client–server communication over stdio, structured message handling, and local data access, developed with VS Code and GitHub Copilot to explore modern AI tool integration workflows.
The intelligent MCP server for Google Stitch. 17 tools, auto-orchestration, React/Vue/Svelte, WCAG a11y, design systems. npm install -g stitch-pro-mcp
A safety layer for AI coding agents. CLAUDE.md/AGENTS.md generator, MCP runtime guardrail, pre-commit hook, GitHub Action.
MCP server for Clio Manage v4 API. One-call flat-fee matter setup via the custom_rate association.
Hushdrop — drop anything, share it with who you want, on your own domain. Open-source, self-hostable artifact sharing (CLI + MCP) with zero-knowledge AES-256, from any AI agent.
Design-first agentic systems in Go: declare agents, tools, MCP servers, policies, and structured model output in Goa, then generate the durable runtime.
OAuth 2.1 and enterprise SSO for remote MCP servers without API keys in client configs.
📥 MCP Download Tool - AI-powered file download manager | 基于 MCP 的智能下载管理工具
git for agent brains — move, debug, and secure AI agent state across 10 frameworks
Open-source Bitcoin mining firmware: Rust, per-chip autotuning, Stratum V1/V2, local web UI, AI/MCP control, and no mandatory dev fee.
Generate original AI music tracks via Claude Desktop — MCP server powered by ACE-Step 1.5, with vocal/instrumental stem splitting and reference-style matching. No music software or AI/ML knowledge needed.
MCP server for Scholar Sidekick — resolve any scholarly identifier (DOI, PMID, PMCID, ISBN, arXiv, ISSN, ADS, WHO IRIS) into 10,000+ CSL styles or nine export formats, single or batch.
The continuity layer for everything you do with AI. A self-hosted, open source server any tool plugs into over MCP or REST: hybrid vector + lexical recall, an auto-built knowledge graph, sleep-style consolidation, procedural and persona tiers, OAuth 2.0, multi-tenant. SQLite or Postgres. MIT.
MCP server for self-hosted Sentry: issues, events, releases, users, org stats, and project diagnostics for AI assistants.
Model Context Protocol server for monitoring Operational Status of major digital platforms in Claude Desktop.
🚀 MCP Server complet pour Dolibarr ERP/CRM — Compatible Claude, Cursor, Windsurf. 55+ outils couvrant tous les modules Dolibarr.
Lightweight Python CLI for managing FRP instances, with local stdio MCP support for LLM-assisted proxy maintenance.
Local-first MCP memory server for AI coding agents with compact retrieval and project/global scopes.
Compose and generate effortlessly MCP servers from any OpenAPI specifications
Turns any text stream into a dated history of how its subject changed. Point it at your Claude Code / OpenCode sessions to track how you think and work, or at market news, research notes, or any corpus to track how that changed — raw records to observations to bi-temporal facets to narrative, with provenance, served over MCP. Single pure-Go binary.
Open source control-plane proxy for AI agents: identity, policy, budget, audit for MCP and beyond
Speekify turns CLI text, stdin, local .txt/.md/.pdf files and YouTube video transcripts or the readable content of a URL into a local WAV file
Bridge Figma to any platform — Unity UGUI, React, Flutter, SwiftUI, Tailwind. Design tokens, accessibility audits, and AI-optimized specs through MCP.
MCP server for Grammarly AI detection and plagiarism scoring via Stagehand + Browserbase browser automation, with Claude-powered text optimization
Long-term memory for AI coding agents. Works with Claude Code, ChatGPT, Cursor, Gemini CLI, VS Code Copilot, Windsurf, Claude Desktop, Codex CLI. Deploy once to Cloudflare Workers (free), use everywhere.
Generate a minimal, Vercel-ready MCP server from an OpenAPI spec.
Macro-factor quantitative signal source for AI agents via MCP. 宏观因子量化信号源。
Turn any website into an MCP server. Auto-generates WebMCP tools from live pages - no site cooperation needed.
A comprehensive Claude Code skill for building production-ready MCP servers using FastMCP. Includes reference guides, runnable examples, and a complete implementation with OAuth, testing, and best practices.
Open-source MCP server that gives AI assistants a visual design canvas, rendering HTML/CSS scene graphs to PNG via headless Chromium.
Local-first knowledge base with semantic search for AI coding assistants. Fewer tokens, faster context.
Manage and auto-register Model Context Protocol (MCP) servers inside SillyTavern. Start/stop servers, enable or disable their tools, and bulk import server definitions. Supports stdio, HTTP, and SSE server types with automatic function calling tool registration.
High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds. 158 languages, sub-ms queries, 99% fewer tokens. Single static binary, zero dependencies.
A Model Context Protocol (MCP) server providing tools for NPM package management and dependency updates. Helps LLMs like Claude interact with npm packages, search npm registry, and keep dependencies up-to-date.
Checks AI-generated code changes before merge: scope, validation, risk, review evidence, and optional Verity receipts.
Find the AI tells in your prose. Deterministic, local, runs in CI. MCP server + CLI + Action.
A Model Context Protocol (MCP) server built in TypeScript that integrates with GitHub's API, enabling AI assistants to manage repositories, issues, pull requests, and code while providing a structured interface for LLM agents to perform GitHub operations.
Semantic routing for MCP tools - .NET library that indexes MCP tool definitions and returns the most relevant tools via vector search
Open-source toolkit for 1C:Enterprise/BSL: 180 diagnostics, formatter, LSP, CLI, VS Code/Cursor extension, SARIF, MCP server, and RU/EN documentation.
MCP server integration package with pooled clients and Jido action surfaces
A tiny, universal memory engine for humans and AI agents — CLI, HTTP API, MCP server, and shared memory hub in one small Go binary
MCP server enabling LLMs to interact with the Strava API - activities, segments, routes, and training analysis
Desktop AI agent for Windows — an architecture that expands what any model can do. Image/video OCR, offline speech transcription, an agent-driven browser, real .xlsx/.pptx/.docx output, MCP, and a delegated team of agents. Runs on your machine, with any provider.
Bring HackTricks pentesting knowledge into Claude Desktop. Search 1000+ security techniques, exploits, and payloads without leaving your AI assistant. MCP-powered, npx-ready.
Trust infrastructure for AI agents — constitution enforcement and cryptographic receipts. Python SDK.
The Loss-Prevention Friction Engine for Founders. An AI-powered MCP server that stops you from building things nobody wants using clinical analytics, behavioral pattern scanning, and real-time market intelligence.
Client-neutral MCP server for AutoCAD automation, checked 2D/3D geometry, native previews, and headless DXF delivery.
MCP server for secure SSH remote management — 337 tools across 74 groups for DevOps, Docker, Kubernetes, databases, systemd, Windows, cloud, compliance & more. Built in Rust.
CLI и MCP Apps-сервер для Яндекс Почты, Календаря и Диска для людей и AI-агентов
MCP server bridging Cursor to Altium Designer via DelphiScript
MCP server that helps AI agents find other MCP servers — natural-language discovery over a bundled 17k-server index. Works offline with zero API keys; optional hosted mode adds semantic search and live metrics.
MCP server for controlling KeyShot Studio through headless scripting.通过无头脚本控制 KeyShot Studio 的 MCP 服务器
Autonomous AI Agent SDK for React Native & Expo — AI reads your live UI, acts via natural language, real-time voice agent (Gemini Live), and AI-powered testing via MCP (Model Context Protocol). One component. Zero config.
CLI no oficial para UPC Aula Virtual (Blackboard Learn) — terminal + MCP para Claude
Ask your AI agent about your team's Cursor spending. MCP server + Cursor plugin + Claude Code plugin wrapping the full Cursor Enterprise API.
Package manager for MCP servers, Agent Skills (SKILL.md), and Claude Code commands, hooks, subagents, and output styles. Installs into Claude Code, Cursor, Codex, Gemini CLI, Copilot, and Cline.
Local-first codebase knowledge-graph MCP server for AI agents (Claude Code, Cursor, Codex). Symbol graph over MCP so agents stop wasting tokens re-scanning files. Watch-first · 21 languages · faster, leaner & more accurate than the incumbent.
MCP server exposing 58 tools for Loom's GraphQL API. Works with Claude, Cursor, or any MCP client.
54-tool MCP server for multimodal automation the only open-source MCP with full PPTX/DOCX/PDF lifecycle, plus FFmpeg, GIMP, Inkscape, Blender, FreeCAD, MATLAB, Godot integration. 7 MCP services orchestrated in one workspace.
MCP server for Nordic company registries (Norway, Denmark, Finland, Sweden)
Developer acceleration layer for enterprise RAG + agent pipelines. 32 production-style flagships on LangChain, LangGraph, CrewAI, Temporal, OpenAI Agents SDK, pydantic-ai. Permission-aware retrieval, chunk-level citations, schema-enforced output. Built on Model Context Protocol (MCP).
MCP server for remote SSH operations -- persistent sessions, structured command output, SFTP file transfer, port forwarding, and secret-safe environment variable injection with automatic output redaction.
Give any AI a real computer. Open source MCP server with Ubuntu sandbox, browser automation, desktop control, and 30+ tools. Works with Claude Code, Cursor, Claude Desktop.
Community MCP vision bridge for Xiaomi MiMo Vision, enabling image understanding for text-only LLM agents.
Automate Open 3D Engine with AI — an MCP server for editor control, project & build management
MCP server that lets Claude Code drive App Store Connect end-to-end (build, upload, metadata, screenshots, submit for review).
MCP server for PLANKA kanban boards - Claude and AI agent integration
Plug vas3k.club into your AI — search members, cite posts, pull links right in chat. Remote MCP server on Cloudflare Workers.
OSC ↔ MIDI/SysEx bridge for 849 hardware synths and music software (Ableton, Bitwig, Reaper, Sonic Pi). A MIDI MCP and OSC MCP for Claude.
MCP server for Web3 founders. Code audit (Solidity/Rust), jurisdiction matching, portfolio comparison, fund discovery, social audit. Free, open source, privacy-first.
Use Codex from Claude Code, or Claude Code from Codex, through the subscriptions you already have. Multi-turn consultations between agent CLIs with no provider API key, a validated response envelope, and a local dashboard of every consultation.
Compiler truth in, AI context out. Open semantic glue between language intelligence and AI tools.
Unofficial MCP server for Make.com build, validate & deploy automation scenarios with AI. 200+ modules, auto-healing blueprints, router support. Community project, not affiliated with Make.com.
Give AI Agents Interactive Terminal Capabilities[now been moved to termcp]
Bilibili MCP server (Model Context Protocol) for AI agents. Access user profiles, videos, dynamics, articles, subtitles, and followings.
A local Figma MCP server with full Figma REST API coverage.
MCP server for OpenObserve — multi-instance log/trace/metrics querying with adaptive routing, batching, and LRU caching
Official MCP server for PushEngage. Query campaigns, manage segments, and automate push notifications via any MCP compatible AI assistant through natural language.
MCP server for account verification: SMS verification, number rentals and matching-country proxies on carrier-issued mobile numbers. 40 tools, 2500+ services, 145+ countries. Works with Claude, Cursor, Codex, Windsurf, Cline, Zed, OpenClaw, Hermes and Continue.
The API layer for AI agents. Dashboard + 22K APIs + 18 Direct Call providers. MCP native.
29 free, open-source plugins for Claude Code & Cowork — Google Drive, WhatsApp, YouTube, WordPress, Apollo & more. Built on the SOSA™ security framework.
Decision memory for AI coding agents. A local-first Go binary and MCP server: records decisions with evidence, scope, provenance and expiry, packs the relevant ones into each agent session within a token budget, and links commits back to the decisions that were in scope when they landed.
MCP server for RedNote (Xiaohongshu) — analyze content, comments, and trends with structured tools for LLM workflows.
MCP server for Pipedrive CRM. 155 contract-tested tools, v2-first API, gated destructive ops. Works with Claude Desktop, Claude Code, and any MCP client.
Publish content to X/Twitter, LinkedIn, WeChat, and Xiaohongshu with one command
🚀 The first and only Model Context Protocol (MCP) server for 20i web hosting services. Transform your hosting management with AI-powered automation through Claude, ChatGPT, and other AI assistants. 76 tools | 28.0% API coverage
Self-hosted encrypted tunnel for webhooks, AI pipelines, and local development. End-to-end Noise encryption, pipeline tracing, web dashboard, MCP server for AI tools.
Enhanced Obsidian MCP server with hybrid plugin control - filesystem-native and API-based tools for Tasks, Dataview, Kanban, Canvas, and more
Official remote MCP server for Desktop Commander — connect claude.ai, ChatGPT, Cursor and more to your own computer over OAuth
Declarative multi-agent AI workflows in HCL. Single Go binary. Native MCP. Plugins in Go and Python.
A multi-server Discord control plane that exposes Discord operations as MCP tools, resources, and prompts for AI clients, with a built-in conversational AI agent.
Deploy one MCP to every agent CLI. Write your server + hooks once with defineConnector() → native config, plugin & marketplace across 42 agent CLIs (Claude Code, Codex, Cursor, Copilot, Gemini, OpenCode, Warp, Zed…). Built-in per-tool token telemetry. Apache-2.0.
A config-driven Model Context Protocol (MCP) reverse proxy built in Rust. Aggregates multiple MCP backends behind a single endpoint with per-backend middleware, authentication, and observability.
🎨 Extract complete design systems from websites and generate AI-ready skill.md files to replicate exact design elements efficiently.
Point at your UI. Tell Claude what to change. Watch it happen. Visual overlay for annotating and inspecting UI elements — Claude applies your design feedback directly to source code.
MCP server enabling AI agents to execute autonomous stablecoin payments on Tempo blockchain. Supports single/batch payments, scheduled transfers, token swaps, and balance queries with built-in spending limits, audit logging and many more
MCP server for SiYuan Note — connect AI assistants to your knowledge base
An MCP (Model Context Protocol) server providing seamless integration with PMXT's unified prediction market API, supporting major markets like Polymarket and Kalshi. Enables AI agents and LLMs to query and interact with prediction markets through standardized tools.
AI agents that improve themselves. Self-evolving prompts via A/B testing, multi-model critics, and safety gates. TypeScript. Zero config.
No-KYC managed MCP trading exchange for AI agents: sandboxed TypeScript SDK, isolated sub-accounts, perpetual futures.
A self-hosted MCP Gateway for enterprise environments. Secure AI agent connections to MCP servers with tool governance, multi-tenant isolation, and full observability. Built with Rust and Vue.
A full-featured Model Context Protocol (MCP) server that exposes Ensembl’s REST API. Built using the TypeScript MCP SDK
Local-first memory, observation, and autonomy layer for Claude. A background daemon that learns from your sessions.
MCP server that runs inside Autodesk Fusion (formerly Autodesk Fusion 360) as an add-in, letting AI agents drive your CAD session over Streamable HTTP. Zero external dependencies.
A TypeScript MCP server providing 160 tools for the Storyblok Management API
AILmanac — the always-current, community almanac for getting the most out of Claude and every AI. For all levels.
MCP server for SharkClean / SharkNinja robot vacuums — start cleanings, clean rooms, dock, and check status from any MCP client
MCP server manager plugin for DeepSeek Harness: Settings → MCP page, OAuth (PKCE + dynamic client registration) or static-token auth, tools registered as mcp__<name>__*
A local MCP server for generating image assets using Google Gemini AI (Nano Banana 2 / Pro). Enable transparency and resize.
dk — CLI for Dakera self-hosted AI agent memory. Manage memories, namespaces, vectors, knowledge graphs, and sessions.
Give Claude eyes on your Gradle build via MCP — dependency graphs, build scans, cache health, and test summaries, no more pasting logs.
Pipedrive CRM server for the Model Context Protocol (MCP). 75 tools covering full CRUD, custom field resolution, and shortcut tools for common CRM workflows.
Local-first MCP server for WHOOP recovery, HRV & sleep — Claude, Cursor, ChatGPT ready
MCP server for Yandex Metrica — query your web analytics in plain language from Claude, Cursor, and other AI agents. Secretless one-command login (PKCE), read-only, TypeScript.
Production-ready MCP server that lets AI agents build, schedule, run and recover Apache DolphinScheduler data pipelines - 53+ tools, beyond read-only.
Sequential Thinking MCP server follows First principle thinking framework
AI governance infrastructure for agentic systems. Rust library behind systemprompt.io — MCP, A2A, OAuth2, audit trails, compile-time extensions. Evaluate with systemprompt-template.
A real local terminal in Edge/Chrome that gives Codex, Claude Code, Kimi Code, and any MCP CLI 41 local MCP tools through Browser Core v2.
Model Context Protocol server giving AI assistants live access to moodledev.io docs, Hooks API, capabilities, XMLDB, and the Moodle Jira tracker.
Curated Knowledge API for AI Agents — 68 MCP tools, 200+ skill packs, 46K chunks, semantic search over 670K vectors, 5-layer validation pipeline. Works with Claude Code, Cursor, Cline, Windsurf.
Curated MCP server for Google Workspace: Gmail, Calendar, Drive, Sheets, Docs, and Tasks via the official gws CLI. 39 focused tools instead of 400, side effects declared on every one. The permissions leg of trust infrastructure for agents.
RAG for researchers: page-level citations from your personal library, LLM access via MCP. Ask your entire archive, get answers with the intelligence of leading AI.
500+ pay-per-call web tools for AI agents - search/answer front door, MCP-native. Settled in USDC over x402 on 12 rails (plus USDG on Robinhood), or free via proof-of-work. Self-hostable, deterministic. Plus the open x402 index (Find / Route / Leaderboard).
Auth for AI agents and humans. First-class agent identity, MCP OAuth 2.1, delegation, audit. TypeScript, edge-native, MIT.
Adapting xemantic-ai-tool-schema to Model Context Protocol kotlin-sdk Tool input
Cut AI-agent token waste ~90% — query a local SQLite structural index of your JS/TS/CSS codebase with SQL in one round-trip instead of 3–5 file reads. Symbols, imports, calls, components, CSS tokens, coverage, markers. CLI, MCP (21 tools), HTTP, GitHub Action, ESM API. 71 recipes; AST+resolver; SARIF/audit/baselines for CI.
MCP, but without the MCP. Uninstall your MCPs and let Claude call the APIs directly.
Free AI coding agent for VS Code — a no-subscription GitHub Copilot, Cursor & Claude alternative. Repo-aware chat, autonomous multi-file edits, MCP plugins, vision (screenshot→code) & AI code review, powered by DeepSeek.
Localization & Internationalization Service for ABAP — an MCP server for translating ABAP objects
MCP server: gives your AI agent the real sources, public API and KDoc of any Maven/Gradle-published Kotlin or Java library
Universal MCP gateway for AI agents — 1108 tools, 307 providers. One endpoint (https://apibase.pro/mcp), pay-per-call with x402 USDC on Base + MPP USDC on Tempo.
Native MCP Server for Mobile Development (Android, iOS, Flutter)
MCP server for FortiManager using the Code Mode pattern — 2 tools (search + execute) with QuickJS WASM sandbox instead of 590+ individual API tools
Use ChatGPT as the brain and your local computer as the hands — a safe, permissioned local MCP gateway with default-deny security, local approvals, and full audit logging.
🤖🕸️ Production-grade multi-agent orchestration framework powered by Pregel BSP. Build sophisticated AI workflows with parallel execution, state management, and observability.
Predict taste & aroma from a molecule's chemical structure — on-prem flavor prediction for food, beverage & fragrance R&D. 🧪
Agentic AI orchestration framework for offensive security and CTF work, with Codex-ready skills, typed MCP servers, workflow CLIs, and OpenCROW Constellation for multi-agent coordination, corpus sync, and final artifact handoff.
Claude Code plugin that scaffolds a validated multi-agent ecosystem (orchestrator + N sub-agents + M skills/MCPs) from a natural-language brief. A step up from skill-creator — with semantic validation, trigger-fire evals, and custom MCP scaffolding.
China Sports Lottery 竞彩足球 (Jingcai football) odds API — a Cloudflare Worker REST API + local MCP server that derives implied/no-vig probabilities, 返还率 (return rate), fair odds, Kelly/value vs a reference, and 单关/过关 (parlay) payouts. Agent-callable, TypeScript, no build step.
A MCP server that gives LLMs direct access to the AT Protocol ecosystem, enabling seamless interaction with Bluesky and other AT Protocol-based social networks.
A living second brain that connects everything you think with — your AI agents, your notes, and beyond.
MCP-ecosystem CLI adapter — convert MCP servers into discoverable, scriptable CLI tools.
MCP server for AI-assisted Python debugging using debugpy and Debug Adapter Protocol
Composable Microsoft.Extensions.AI IChatClient middlewares for .NET — tool-call tracking with in-band streaming progress, per-tool token usage reports, and satellite packages for MCP tools and Microsoft Agent Framework agents-as-tools.
🧠 Kahuna is a context engineering platform. It's persistent memory for AI coding copilots. Teach it once, surface context automatically. MCP server for Claude Code.
A robust Model Context Protocol server for Gmail integration with intelligent authentication and comprehensive email operations
MCP server for measuring LLM citation visibility across Perplexity, Claude, ChatGPT, Gemini, Bing, and Google AI Overviews. 12 tools, BYO keys, self-hosted, no telemetry.
MCP Server für Open Data der Stadt Zürich – 23 Tools für CKAN, Geodaten, Gemeinderat, Stadtratsbeschlüsse, Tourismus und Echtzeitdaten (Wetter, Luft, See, Parking, ÖV). 6 APIs, 5 Resources.
Seamless Claude Code ↔ Playwright integration with intelligent caching. Transform browser automation with AI-aware selector resolution and persistent sessions.
Context-optimized MCP server for web scraping. Reduces LLM token usage by 70-90% through server-side CSS filtering and HTML-to-markdown conversion.
MCP server for Power BI - Business analytics and data visualization
Unofficial MCP server for Webasyst framework — tools for apps, plugins, themes, UI components via AI assistants (Claude, Cursor)
Model Context Protocol (MCP) server for LightRAG - 30+ tools for RAG and Knowledge Graph operations. Easy installation via npx or uvx.
A Claude Code plugin that gives Claude fully automatic, per-project cognitive memory with hybrid search, session lifecycle hooks, and local embeddings.
AI-Tadpole-OS a local-first "development platform" a Lily Pad to jump from for running autonomous AI agent teams on your own hardware. Coordinate parallel workflows, maintain full data privacy, and oversee every decision — no cloud required.
Model Context Protocol server for Open Policy Agent (OPA). Author, validate, debug, and explain Rego policies through any MCP-compatible client.
TDPilot v2.4.0 — local-first TouchDesigner AI copilot with 114 MCP tools, truthful concept routing, deterministic visual techniques, transactional execution, live validation, bounded repair, and rollback.
An AI tech lead in server form—this intelligent MCP agent validates your coding agent's strategy, analyzes impact, and catches critical issues before any code is written. Like having a senior engineer review every approach, ensuring thoughtful architecture and fewer regressions.
High-fidelity transcript memory for Claude Code — index every session, recall byte-identical, search, prune, compose. Local-first, stdlib-only, MCP.
MCP Server for IBGE APIs - Brazilian geographic, demographic and statistical data
面向 Claude Code、Codex 和 OpenClaw 的 Premiere Pro MCP 剪辑助手，支持文档、参考视频、提示词和本地素材目录驱动的粗剪工作流。
MCP and agent skills for Cities: Skylines II knowledge and mod project workflows.
CLI for the Tailscale API v2 — manage devices, ACLs, DNS, keys, users, webhooks & more from the terminal. Includes MCP server (39 tools) for Claude Code / AI assistants.
驱动的项目管理 MCP 服务器，50 个工具覆盖任务管理、Spec 驱动开发、多 Agent 协作、自动驾驶引擎｜AI-powered project management MCP server — 50 tools for Claude Code / Cursor / Windsurf / Codex. Task tracking, spec-driven devAI elopment, multi-agent orchestration, complexity scoring, autopilot engine, quality gates. |
Self-hostable, open-source platform to deploy & share small static web apps ("canvases") inside your org — paste/drag/PUT a folder, get an instant secure URL. Five zero-config backend primitives (KV, files, AI, identity, realtime), an MCP server for AI agents, no telemetry.
A unified .NET 10 SDK for cryptocurrency exchanges — one typed interface across Binance, Bybit, OKX & Bitget, with a read-only MCP server for AI agents.
Cẩm nang thực chiến Mastering Claude Code (tiếng Việt): 16 chương biên soạn từ tài liệu chính thức của Anthropic — CLI, workflows, MCP, subagents, skills, hooks, plugins, CI/CD & tối ưu context.
Free token launcher for AI agents on Base. Uniswap V4. 80% creator fees. LP locked forever. Deploy via Farcaster (@clawd), CLI, or smart contract.
Pluggable MCP tool modules that give agent workflows their capabilities — GitHub, GitLab, Sentry, Slack, Jira, Notion, memory, datasets, and more.
An MCP server that uses LightRAG and Tree-sitter to build a repository knowledge graph from code and docs, for Q&A and implementation planning.
MCP server for Proxmox VE management -- control VMs, containers, and cluster resources from AI assistants
MCP server for Rachio sprinkler controllers. Discover devices, manage schedules, and control watering live
Package manager for AI-agent config. grim installs, updates, and publishes skills, rules, agents, MCP servers, and bundles into Claude Code, Copilot, Cursor, Codex, Gemini, Zed, Amp, Kiro, Junie, and opencode — pinned by digest in a lockfile. Storage is any OCI registry; there is no service to run.
Your AI-powered coding companion for Claude Desktop. MCP server with 23+ dev tools for file operations, git integration, code analysis, and more. Works with any project on your system.
A native Rust multi-agent operating system and swarm workspace — GPUI desktop chamber, headless gluon daemon, git-worktree isolation and an automatic merge gate.
MCP server for Swiss federal geodata (Swisstopo APIs) — 13 tools for geocoding, height, STAC, WMTS, ÖREB and more
🏺 An MCP server for checkpointing and file recovery in Claude Code
💫 MCP CLI to help you get started with MCP servers faster
This project demonstrates how to integrate AI capabilities into a typical business application with .NET Platform It showcases a common scenario where business events flow through the system and get processed, stored, and then made available for AI-powered interactions.
MCP server (+ OpenClaw SKILL.md) that gives AI agents access to real-world people who listed themselves to be hired by agents. Search by skill/location/equipment, Post job offers & jobboard listings. Free tier / Pro subscription / x402 pay-per-use. Payments default to crypto (USDC) + other crypto + fiat supported.
The Karpathy LLM Wiki, production-ready. Zero-RAG personal knowledge base with MCP server, multi-agent support, knowledge graph visualization, and hallucination enforcement. No embeddings, no vector DBs — just markdown + git.
Persistent codebase knowledge layer for AI agents. Pre-builds architecture, dependency, coupling, and risk knowledge served via MCP. 27 languages, 13 tools.
Email MCP server for AI agents - full mailbox access for Claude, Codex, Cursor or any MCP client: search, read, send, attachments, folders across Gmail, Outlook, iCloud, QQ, 163 and any IMAP/SMTP host. Zero dependencies. EN/Chinese.
Lightweight desktop app for managing local MCP servers. Postman for MCP. Tauri + Rust, ~7 MB.
Self-hosted coordination and observability hub for AI coding agents
Open prediction market arena for AI agents — register with one API call, compete on 9 live game types
Open-source platform for deterministic, token-aware context selection for AI agents and LLMs
Write your page once — AHTML emits MCP, OpenAPI, JSON-LD & llms.txt for AI agents from your existing Next.js, Vite or SvelteKit app. Zero migration. MIT.
MCP server for bidirectional AI agent collaboration — 5 tools for spawning and communicating with any agent CLI
Adobe InDesign MCP — 183 tools. Full InDesign DOM control from any AI agent. MCP-native, TypeScript, 31 handlers.
MCP server for controlling Adobe After Effects from AI clients (Claude, etc.) - ExtendScript execution, background rendering, deep project/layer inspection, and first-class Arabic/RTL & multilingual support. 47 tools.
Model Context Protocol (MCP) server that gives Claude full access to the Zernio social media management API — 273 tools covering posts, analytics, inbox, ads, contacts, WhatsApp Business, and more across 14+ platforms.
Extended Meta Ads MCP server — 59 tools for managing Meta/Facebook/Instagram ad campaigns, audiences, Conversions API and AI creatives via Claude, Cursor and any MCP client
OSINT graphs are point-and-click busywork. maltego-mcp lets an LLM author the .mtgx and run the whois, DNS, ASN, and crt.sh lookups. Works on the Basic plan.
MailMan — an MCP server to send and read Gmail (SMTP/IMAP App Password or OAuth2) in plain English from any AI CLI. Attachments, draft/confirm review, scheduled sends, multi-account, inbox search. macOS/Linux/Windows.
Turn AI agents into team members: assign objectives with a definition of done, talk in channels, and review every LLM call — self-hosted. Claude Code and OpenAI Codex runners included.
Official TypeScript/JavaScript SDK for Cognipeer Console — OpenAI-compatible chat, batch, realtime voice, embeddings, RAG, MCP, agent tracing, and guardrails for multi-tenant AI products.
Build Model Context Protocol (MCP) servers, clients, and gateways using the NestJS ecosystem you already know.
Open-source context engineering protocol for AI agents: governed retrieval, bounded multi-agent handoffs, MCP, provenance, recoverable effects, and replay.
Local-first GenAI lab with a React frontend and Spring Boot backend, supporting Ollama, Amazon Bedrock, Hugging Face, RAG document retrieval, MCP-backed AWS tools, streaming chat, persistent sessions, and artifact/report workflows.
No-API-key Reddit growth toolkit — MCP server + CLI. Rank subreddits by growth & mod-removal safety, read each community's viral recipe, and score a draft before posting, all from the public archive.
OpenTalk2HTML-NotMD — AI talks to you through beautiful pages, not markdown dumps. MCP server for AI-to-user HTML communication.
Scribo MCP server — generate EN 16931-compliant e-invoices (ZUGFeRD, XRechnung, US plain PDF; Factur-X, Facturae, Peppol coming soon) from Claude, Cursor, Cline, ChatGPT & any MCP client. Free, hosted, no signup. Registry metadata, schemas & examples.
MCP server exposing WordPress internals to AI - hooks, schema, security, and test data. Inspired by Laravel Boost.
Keyless heuristic self-inspection tool: an agent describes a thought or task and always gets back one metathought. Deterministic routing over an open CSV (no LLM). REST + MCP.
A brain for your mail: MailFathom turns IMAP mailboxes into a self-hosted, AI-native service. Mail synchronizes into your own PostgreSQL, is indexed for search and retrieval, and is served to AI agents over the Model Context Protocol. Read-only today; semantic retrieval, answering, and gated write tools next. .NET 10, Apache-2.0.
Model Context Protocol server providing powerful and efficient codebase search tools, including full AST support for 15 languages
A Model Context Protocol (MCP) server that provides web development tools for AI assistants. Enables browser automation, DOM inspection, network monitoring, and console analysis through Playwright.
Portal de arquitetura auto-hospedado + linguagem executável: catálogo verificado, landscape C4 com drill-in, governança (fitness functions e SLO por caminho crítico) e editor no browser. Binário Go único, com LSP, MCP e WebAssembly.
Native macOS menu-bar app that turns your Mac into an MCP server for Notion AI agents and local coding clients.
MCP server for PBPK modeling workflows (simulation control + PK analytics).
Model Context Protocol (MCP) server for generating fake/mock data using Faker.js
AI Agent wrappers for Life Sciences APIs (Open Targets, ChEMBL, UniProt). Accelerating drug discovery with Model Context Protocol (MCP) and FastMCP.
Model Explorer for Laravel — a zero-config browser UI and MCP server for exploring your Eloquent models, relationships, scopes, and data.
The definitive open-source registry of Model Context Protocol (MCP) servers for Web3, blockchain, and decentralized applications. 130+ chains, DeFi, NFTs, analytics, and identity tools
Multi-agent Kiro CLI config — master orchestrator, 12 specialist subagents, 16 steering docs, 24 skills, AWS Agent Toolkit MCP stack, self-evolving personal rules
MCP server for Shopify with full OAuth flow, 30+ tools for products, collections, inventory, draft orders, metafields, and bulk operations.
Autonomous AI Agent Infrastructure Platform — OpenAI-compatible AI gateway with MCP support, multi-agent orchestration, tool calling, observability, memory, RAG, AI workflows, and unified infrastructure for any LLM provider.
简单易用的GitCode Python SDK，基于GitCode REST API接口。内置 CLI 工具，并为智能体（Agent）提供集成支持(MCP、OpenAI 和 openJiuwen 工具）。Easy to use Python SDK for the GitCode REST API. Providing builtin CLI tool, and optional integration (MCP, OpenAI and openJiuwen tool) for agents.
Multi-agent orchestration for Claude Code: MCP server + skill that keeps Claude as lead engineer while delegating backend work to OpenAI Codex and frontend/design work to Kimi
MCP server for AWS Pricing Calculator — create estimates, get actual costs, shareable links. All 436 services, Savings Plans, Reserved Instances. Works with Claude, Kiro, Cursor, VS Code.
MCP server for WeCom (Enterprise WeChat) document operations — create, read, edit Docs and Smartsheets. Fills the doc-CRUD gap in the WeCom MCP ecosystem.
Multi-tenant X (Twitter) automation platform for AI agents — drive X via MCP or REST with browser-backed sessions, not the public API.
Control Spotify from Claude, Cursor, or any MCP client. 100+ tools for playback, playlists, discovery, and curation.
BACH v3.12.4-earth: local-first text-based OS for LLM agents with SQLite memory, 113+ handlers, 550+ tools, MCP servers, scheduler and multi-agent orchestration
MCP server for Salesforce API integration - Complete CRM integration for GenAI applications
Shared console MCP server for any shell (bash, pwsh, cmd) — AI and user work in the same terminal. Real-time command visibility, interactive prompt support, session persistence, multi-shell management with automatic cwd handoff.
the memory layer of your codebase. Knows the WHY, the WHAT, the WHERE-IT-BREAKS.
Apple Mail MCP server — 47 tools with SQLite-powered millisecond search across 250K+ emails, .emlx parser, batch operations. Swift native.
Local-first, audited memory MCP for Claude Code, OpenAI Codex, Gemini CLI, Cursor, Cline, Continue and OpenCode. Your agent gets a navigable cognitive map instead of a bloated context file. Zero cloud. SQLite local storage. Every mutation audited.
A feature-rich Model Context Protocol (MCP) server and CLI for Allure TestOps TMS.
A Rust SDK for the Model Context Protocol (MCP) that reduces boilerplate through a unified `#[mcp_server]` macro.
The statistical analyst in your AI chat — bring data and a question, own a citable, re-runnable analysis. Four depth tiers, from instant Snapshot to full Deck study. Works in Claude, Cursor, and any MCP client.
Build and deploy an autonomous Devto Agent capable of interacting with the Dev.to platform, powered by A2A (Agent-to-Agent) and MCP (Model Context Protocol)
Policy engine for AI agents — enforceable rules, risk limits, approval gates, obligation tracking, and violation detection. One .acon file. Rust core + MCP server.
🐦 MCP server for X/Twitter API v2 with OAuth 2.0 PKCE — 10 tools: post, search, like, retweet, timeline, profile & more. Works with Claude Desktop & Claude Code.
Patient-directed MCP bridge between Claude and Kaiser Permanente's patient portal.
Collateral that can still sell itself — Magpie's x402 agent API: borrow SOL programmatically on Solana.
CLI-first TPU/GPU profile analysis for AI agents (xprof/openxla) — roofline, HLO, Pallas kernel/LLO tools; also ships an MCP server
A collection of Model Context Protocol (MCP) servers made and exposed over HTTP and STDIO for various applications including Leetcode, MealDB, Clash of Clans, and Brawl Stars.
This repository is aimed at deployment of Kagent via ArgoCD to show the true K8s native capabilities of Kagent.
A clean, GraphQL-based Model Context Protocol server for Twenty CRM. Enables natural language interactions with your CRM data through Claude and other AI assistants.
Local, searchable project memory for AI coding agents. Markdown source of truth, MCP interface, safe structured updates — no cloud.
Full unofficial agentic Infomaniak MCP server — guided automation of web hosting, mail, kDrive, domains and DNS.
Detect fake recruiter & job-offer scams with free OSINT — an MCP server for Claude. No API keys.
Model Context Protocol (MCP) server for ELSTER (German tax portal). Submit UStVA, prepare EUER/ESt, sync inbox + history via Puppeteer.
MCP server for Rendex — capture screenshots, generate PDFs, and render HTML to images of any webpage via AI agents. Claude, Cursor, Windsurf compatible.
MCP-compatible context and memory system: paged code navigation for AI assistants, plus a recorded, verified theory of what is known about the code.
The open-source autonomy kernel MELRA — Modular Execution Layer for Reliable Autonomy. An agent-independent effect runtime for governed, durable, and verifiable autonomous execution. MELRA begins where the tool call leaves the model loop.
TR finance MCP server for Claude / LLM agents - TCMB EVDS, BIST EOD, KAP, VIOP, options math, Pine v6 recipes. Companion to tradesdontlie/tradingview-mcp.
Model Context Protocol (MCP) server providing AI assistants with comprehensive Terragrunt documentation, code examples, and intelligent tooling for infrastructure-as-code development
MCP server for Claude AI providing automatic enforcement of critical rules - Prevents 96 documented failure patterns
MCP server for DriftGuard — exposes AI conversation drift scores and session health to Claude Desktop and other MCP clients
Unofficial MCP server for the A Better Route Planner (ABRP) / Iternio EV routing API — plan EV routes with charging stops from any MCP client. Hono + Vercel.
Connect AI agents to live QGIS Desktop through a secure local MCP bridge with 100+ specialist tools and resumable visual workflows.
Canary — local Interactive Brokers MCP server, CLI, and risk desk. Standard builds and MCP are read/preview-only; a separate opt-in trading build provides gated CLI broker writes.
Crevideo Reach — the TikTok Shop affiliate outreach & marketing platform, packaged as a Claude (MCP + Skills) plugin; the affordable, agent-native alternative to Euka and Reacher.
Financial market data MCP server based on Tushare and finance news sources.
Code knowledge graph and MCP search server with tree-sitter parsing, vector + reranker retrieval, and bitemporal knowledge.
MCP Manager is a dashboard for discovering, installing, and managing Model Context Protocol servers across multiple AI agents.
MCP server for UX testing of Power Apps — verify, drive, record, and report on canvas & model-driven apps.
MCP server for Harvest time tracking API - use with Claude Desktop and other AI assistants
MCP servers with local semantic search over React & React Native docs. Runs fully offline — no API key required.
Comprehensive guide for building AI tools using Model Context Protocol (MCP). Learn to develop, secure, and deploy production-ready AI integrations.
OCC (Orchestrator Chain Chimera) YAML-first LLM orchestrator. Multi-model chains with auto-parallelism, 30 pre-tools at zero token cost, React canvas, MCP, REST API. 70% faster/cheaper than naive approaches.
Claude Code + Google Antigravity için A-Z rehber (TR + EN). Slash komutlar, MCP, skills, hooks, subagents, plugins, MVP playbook ve hazır örnekler tek repoda.
MCP server exposing the full Procore REST API for Claude Desktop and Claude Code
MCP server that delegates Claude Code subagents to local models (LiteLLM/llama.cpp/Ollama), DeepSeek, AWS Bedrock, or any OpenAI/Anthropic-compatible backend — without losing the Claude Code orchestrator session.
The Form.io Agentic Coding Toolset — MCP server, Claude Code plugin, and AI skills library for building Form.io applications
MCP server providing Playwright test generation wizard with intelligent prompts and best practices
MCP server and CLI for OneDrive and SharePoint via Microsoft Graph
500 cocktail recipes as an Astro site — and an agent-ready MCP server, no API key.
A Model Context Protocol (MCP) TypeScript template with multi agents that can send Emails, schedule meetings and answer knowledge-base related questions.
X-ray vision for your codebase — semantic knowledge graph & MCP server with 16 tools that saves AI coding agents 30%+ tokens. TF-IDF search, call graphs, impact analysis, dead code detection. Works with Claude Code, Cursor & Windsurf.
The agent eval standard for MCP — score output quality, catch safety failures, enforce cost budgets
A supervised MCP orchestration bridge connecting ChatGPT Web with local Claude Code workers through policy-controlled execution.
Read-only MCP server for official Python docs: local index, no API keys, exact symbol lookup, version-aware retrieval.
ServiceNow MCP server — 67 tools over the full REST surface, with plan-and-apply write safety, capability preflight and an ACL security scan.
Two OSS products on one rrweb substrate: tracelane (self-contained HTML test-failure replays for WDIO/Playwright/Cypress) + peek (local-first browser-session forensics + repro for AI coding agents, over MCP). No SaaS, no telemetry, local-first.
Model Context Protocol server for Logseq knowledge base integration with AI assistants
This repository contains a complete developer setup for .NET backend vibe coding with GitHub Copilot.
Persistent memory for Claude Code. Automatically indexes every conversation and provides production-grade hybrid search (BM25 + vectors + reranker) via MCP tools. 100% local, zero config, zero API keys.
A comprehensive Model Context Protocol (MCP) server for accessing the SureChEMBL chemical patent database.
Production ready MCP server with real-time search & extract in Google, Amazon, YouTube, Walmart, Reddit, TikTok and Instagram
MCP server for planning hikes anywhere in Switzerland — Wanderland routes, elevation, weather, public transport. Bun binary, no API keys.
x402 (HTTP 402 Payment Required) SDK + MCP server: let any API charge for itself and any AI agent pay for itself, USDC & stablecoins across EVM, Solana & 8 more chain families, in a couple of lines. Backendless, no fee, self-custodial, paid straight to your wallet. TypeScript, MIT.
Agent coordination MCP server — shared blackboard, decision tracking, and context assembly
Bridge between multiple MQ message queues and streams like nats or kafka
Turn any website into a portable, agent-ready Open Knowledge Format (OKF) bundle — no LLM required. Crawl, sync, chat offline, and serve docs to coding agents over MCP.
Browser automation for Claude via WebDriver and MCP. Support for Chrome/Firefox with stdio/HTTP transport.
Portable MCP plugin marketplace for Claude Code, Codex, Gemini, OpenCode, and Cursor.
Install MCP tools and AI research skills for literature review, deep research, paper writing, peer review, experiment planning, and academic paper search.
Official Aiqbee AI developer tools and integrations. Connect AI assistants to your Aiqbee knowledge graph via MCP.
Turn an M5Stack Cardputer-Adv into a physical approval + usage surface for an AI coding agent (BLE + MCP).
Pure-Go browser for AI: fetch pages, optionally render JS (no Chromium), get clean token-budgeted Markdown over MCP
VULK MCP Server — Build, deploy, and export full-stack applications from any AI assistant.
Modern enterprise-grade shipping carrier API clients & MCP servers for AI assistants
MCP server for Tilda — website builder, page management (Russia). Part of WWmcp — 114 MCP servers for emerging markets.
MCP server for analyzing and managing technical debt in codebases via the Model Context Protocol
A curated list of MCP servers, tools, and resources for algorithmic trading
Give your AI agents the ability to listen. Microphone capture and speech-to-text tools for MCP-compatible agents.
"From Prompt to Cognitive Engineering". — AI: Designed, not Dreamed.
The 21 agentic design patterns, distilled to concepts (no code) — a design-phase reference for building AI agents. Works as a Claude Code skill.
Fast, idiomatic Go MCP server for web search, image search, and page scraping to Markdown. Runs locally, no API keys, free.
Personal brand-taste memory for Claude Code: capture liked designs → local MCP sidecar → /design generates frontends in your accumulated taste. Brand-scoped cases, aspectual feedback, NEVER rules, approval-gated distillation.
CLI bridge that wraps MCP servers as bash-invokable commands, recovering ~11K tokens of context window per session
AI-driven pentest orchestration that hands Claude the full PTES methodology over real MCP tool calls. 80+ tools, 33 verification probes, scope guard on every request. Python orchestrator + React/Ink TUI.
🚀 Generate and extend production-ready Model Context Protocol (MCP) servers with a modern CLI tool that showcases all MCP features in one cohesive example.
Discord server management MCP for AI agents. Chat, moderation, administration, and full server building from one brief. 150+ tools, with destructive actions gated behind a preview.
MCP server for Pi-hole v6 API - control DNS blocking from Claude Code
AI-powered predictive maintenance & vibration fault diagnosis — bridging STEVAL-STWINBX1 IoT edge sensors and Claude via Model Context Protocol (MCP)
MCP server for HikerAPI — 105+ Instagram API tools auto-generated from the OpenAPI spec. Use from Claude Code, Claude Desktop, Cursor, OpenAI Codex, Zed, Windsurf.
Content backend with typed lifecycle enforcement, MCP-native API, and zero runtime dependencies. Self-hosted. Open source.
The web wrangler for agents. Give your AI a real browser and never touch the web yourself again.
OAuth 2.1 + PKCE + Dynamic Client Registration for Payload CMS MCP, so it connects to the Claude desktop and web apps.
Policy-as-code enforcement and observability for MCP tool calls. Wraps AI agent sessions with cryptographic integrity checks, argument-level CEL policies, and a full audit trail.
Model Context Protocol (MCP) server for Harvest time tracking API v2. Provides 60+ tools for managing clients, projects, time entries, invoices, and reports through MCP-compatible applications.
A Swift library that turns any ArgumentParser CLI into an MCP server, letting AI agents call your commands as tools.
MCP server for Zerodha's Kite API. Gives an LLM the tools to read market data, run strategies, and place orders on Indian equities and F&O.
Skills + MCP server for Claude Code, Codex, Hermes, or OpenClaw - headless MIKE+ automated modelling and analysis (inspect, edit, run, read, plot), no GUI.
MCP Server for WordPress with Undo. Connect ChatGPT, Claude Desktop, and other MCP clients via OAuth 2.1 and safely roll back AI changes.
Agentic gateway providing persistent LLM memory via a markdown wiki. Open-source core of Kortexio.
Drive your real, logged-in Chrome from an AI agent (Claude Code / Codex) over MCP - 55 tools for browsing, DevTools-grade network capture, and web-security testing.
Run a full AI agent on mobile with local LLM calls, on-device memory, code execution, and native HTTP support in Capacitor apps.
Powerful bridge between OpenAPI specifications and AI assistants using the Model Context Protocol (MCP). Automatically converts any OpenAPI/Swagger API specification into MCP tools that can be used by AI assistants like Claude Desktop.
MCP server for Claude: molecule names or SMILES → publication-style 2D structure drawings (PNG/SVG, offline via RDKit), reaction schemes, curved-arrow mechanisms and schematic spectra. Optional ChemDraw CDXML export — unofficial, not affiliated with Revvity.
An MCP server for AI agents that handles captcha bypass workflows through dedicated tools instead of prompt hacks. Includes session-based browser automation, reCAPTCHA v2 solving, Selenium workflows, and a clean agent-to-tool architecture for verification-heavy web flows.
205 pay-per-call MCP tools via x402 — no API keys. Stocks, crypto/DeFi, macro data, on-chain analytics, weather, government data, and 200+ more. USDC on Base.
DNS for AI agents: a self-hosted registry to register, discover, and health-check MCP agents. One Go binary.
Open-source team memory layer for AI coding agents — markdown files in git, user→team→org hierarchy, cross-vendor MCP server. Apache-2.0.
GASADK: Agent Development Kit for Google Apps Script. Build AI agents with Gemini API, MCP, A2A, Agent Skills, Human-in-the-Loop (HITL) suspension/resumption, token quota safeguards, and dynamic Google API MCP servers.
Unified observability gateway for AI agents — one MCP server for Prometheus, Loki, and any backend, with cross-signal anomaly detection and a built-in Web UI.
Community MCP server that exposes Coroot incidents and health summaries as read-only tools for AI assistants (not an official Coroot product).
One local-first MCP server for agent working state — clipboard history & snippets, TTL cache, file-organizer overlay, and a knowledge graph — plus a live desktop activity lens. 40 tools, SQLite everywhere, no daemons. Apache-2.0.
🔮 Hermes Blockchain Oracle - A Solana blockchain intelligence MCP server for Hermes Agent. Query wallets, track whales, analyze tokens, explore NFTs, and monitor network health through natural language.
MCP server for IcoGenie - Enable AI agents to generate SVG icons programmatically
Interactive CLI/TUI for OpenNext.js + Cloudflare Workers. Automated setup, deployment, validation, and MCP server for AI-assisted development.
Active state management for multi-agent coding — one versioned project brain (brain.klypix) over MCP
MCP server for email compatibility analysis - preview, audit, fix, diff, and check deliverability across 15 email clients.
Model Context Protocol server for Ethora: login, app & chat management, and wallet tools (ERC-20) for MCP clients (Cursor, VS Code, Claude).
🎛️ The visual command center for AI tool configuration. Stop wrestling with JSON - start managing MCP servers visually across Claude, VS Code, and more.
Create persistent AI tools through conversation. Ghost Skills turn plain-language instructions into real MCP tool registrations that trigger reliably — every time.
Hosted MCP server + slim wiki projection of the First Principles Framework (FPF) by Anatoly Levenchuk. Bounded, vectorless retrieval over 292 patterns and 3 curated routes — addressable by stable FPF IDs, synced daily from ailev/FPF.
Automation framework for MCP servers. Write a YAML playbook, replay it deterministically against real servers, no LLM in the loop.
MCP server for Zooza — natural language class scheduling, attendance tracking, and booking management for dance schools, language academies, swim schools, sports clubs, and activity franchises. Works with Claude and ChatGPT.
An MCP server that exposes OmniFocus to AI agents via the Model Context Protocol (MCP).
Your cloud knowledge base, in any coding agent — open-source CLI, SDK & MCP server for the Unison brain.
Universal AI Agent Coordination Platform — 54 smart tools for multi-agent teamwork
agentcentral hosted Amazon MCP server, Amazon Seller Central MCP server, and Amazon Ads MCP server metadata for Claude, ChatGPT, Cursor, and HTTP-capable MCP clients
Free B2B email finder & verification MCP server. Find, verify, and enrich business emails without paid API subscriptions. Self-contained DNS/SMTP verification. Hunter.io alternative for AI agents.
Multi-repo code intelligence for coding agents, indexed spaces served over read-only MCP
Turn code tasks, diffs, and stack traces into local, relationship-aware context packs for coding agents.
Servidor MCP para retail VTEX: busca, agrega al carrito, verifica stock por local y analiza tu gasto desde Claude Code / Cursor. Primera implementacion: Plaza Vea (Peru).
UART serial port MCP server: expose local serial ports to AI assistants as standard MCP tools（串口转 MCP 服务器，以最适合 AI 的方式提供串口读写支持）
Sherlock MCP Server: Find truth and counter propaganda through ethical OSINT. FastMCP integration for social media username searches across 400+ platforms using Model Context Protocol. Empowering investigators, journalists, and AI assistants with transparent, verifiable tools.
本地视觉理解 MCP 服务，为 AI agent 提供识图能力：通过 vision / ocr / list_models / providers 四个 MCP 工具描述截图、界面、图表与照片。
Give ChatGPT fast, safe, and auditable visibility into your VPS through MCP.
Unofficial Model Context Protocol server for iFood — browse, search, cart and order food via AI. Two transports (stdio + HTTP/OAuth 2.1) with real iFood OTP login.
MCP server for Brazilian Federal Senate (Senado Federal) Open Data API - Access legislative data, senators, proposals, voting records, and committees through AI assistants
DWG file format access for AI via MCP. Connect DWG files to Claude, ChatGPT, Codex, Cursor, and other AI clients.
Runtime security proxy for MCP: lockfile enforcement, drift detection, artifact pinning, Sigstore/Ed25519 signing, CEL policy, OpenTelemetry tracing. Works with Claude Desktop, LangChain, AutoGen, CrewAI.
A modern, flat-file CMS for PHP — no database required. JSON storage, Twig templating, REST API, full admin interface, and AI-ready with MCP integration.
LLM-friendly web crawler & scraper with a dedicated Reddit engine, built on Crawl4AI — Open WebUI compatible
A modular Python toolkit for creating MCP modules tailored to chemical engineering and chemistry workflows.
MCP server that exposes Wayland clipboard, window management, and screenshot capabilities to any MCP client (Claude Code, Cline, etc.)
An open-source Model Context Protocol (MCP) server that connects AI assistants to AWX through its REST API v2.
Multi-bot Telegram platform powered by Claude AI with persistent memory, MCP integrations, and team coordination
Experimental MCP tool-list filtering proxy for large agent tool catalogs.
Code Guardian Studio – AI-powered code refactor engine for large repositories, built on Claude Code + MCP.
Local-first second brain for your handwritten reMarkable notebooks, searched through Claude Desktop.
MCP server that gives LLM agents deterministic access to IDA Pro: decompilation with CFG/data-flow evidence, cross-references, local-embedding semantic search, and an evidence-backed findings workspace.
WorkForge is a Windows MCP gateway that lets ChatGPT inspect files, resume Git work, make SHA-guarded edits, read images, and run supervised PowerShell jobs.
Universal MCP Sync (usync) is a local-first MCP configuration manager for developers who use multiple AI clients.
termcp is an MCP server written in Go that exposes interactive programs to AI Agents as persistent SSH sessions, letting Agents continuously manage and drive them. On top of that, termcp ships a dedicated session management UI that gives you full visibility into the Agent's behavior.
Use this in Claude and other agents to work with markmesh.com
A fast, model-agnostic coding agent for your terminal — built in Rust with a rich TUI, MCP, lossless context, safe tools, and built-in verification.
MCP server for SAP ABAP development via ADT API. Connect AI assistants to SAP: read, write, test, and deploy ABAP code without SAP GUI.
A MCP server for the Frankfurter API for currency exchange rates.
RAG MCP Registry Finder (RAGMap): subregistry API + MCP server + Firestore ingestion
🎙️🧠 Local-first macOS meeting + document notebook — on-device Whisper transcription, source-linked notes, @brain and history Q&A, a read-only local MCP server, E2EE sharing, and plain Markdown exports. Run AI locally or explicitly opt into redacted cloud AI · AGPL-3.0
MCP server that reverse-engineers architecture from code (Go, TypeScript, Python) and markdown into a structured graph. Detects drift between any two branches, tags, or commits
Your AI's personal travel agent — 66 tools, zero API keys. Flights (incl. fares airlines hide), hotels, visas, weather, points & miles, via MCP.
A high-performance, native C# implementation of the Universal Tool Calling Protocol - enabling AI agents to discover and communicate directly with tools without wrappers or middleware.
Fault-tolerant news aggregation server with Sentinel architecture. Universal parser supporting RSS, Atom, JSON, and HTML feeds. Circuit breakers, hot-reload configuration, and real-time updates for AI assistants.
MCP server for Google Search Console, URL Inspection & Indexing API — full API coverage (13 tools)
Unify, search & analyse your AI chat history from Copilot, Claude, Cline, Roo Code, Cursor, Windsurf, Aider & Antigravity — with MCP server. 100% local.
Sync Canvas courses into a local Obsidian vault — transcribed lecture notes, a cross-lecture concept graph, homework and deadlines — then study it with Claude or Gemini over MCP.
Open-source, local-first, AI-native personal finance platform built on DuckDB
Agent-native inboxes for AI agents. REST API + built-in MCP server, custom domains, OTPs, and verification emails — powered by Cloudflare.
Talk to your Salesforce org — Gemini 3.1 Flash Live + Salesforce hosted MCP. A reference implementation of Headless 360.
ZBrush adapter for the DCC Model Context Protocol (MCP) ecosystem
Validate AI-built front-ends against their Figma design — deterministic token + geometry conformance, not pixels. MCP server + Claude Code skill.
Google Search Console MCP server for SEO audits, keyword insights, URL inspection, sitemap management, and AI workflows in Cursor, Claude, and Gemini CLI.
A template for building structured, self-healing, agent-accessible knowledge bases. Zero dependencies. Git-native. Ontology-driven. Multi-output.
This project implements an MCP server to interact with ionos cloud resources.
A comprehensive curated list of Model Context Protocol (MCP) resources, servers, clients, frameworks, and tools.
Model Context Protocol server for Behringer WING digital mixers over OSC/UDP.
An AI that administers Linux through typed, approval-gated, Ed25519-audited actions. The model selects the action; the daemon builds the command.
MCP server bringing ggplot2's grammar of graphics to Python via plotnine. Create publication-quality statistical visualizations through natural language with AI assisted IDEs like Claude-Code, Cursor and VSCode
Hacker News MCP server for Claude Desktop & AI assistants. Browse HN stories, search posts, read comments, analyze users. Clean, fast, actually works - no API keys required.
Reference template for building production-grade MCP servers for Bitrix24. Nuxt 4 + @bitrix24/b24jssdk, tested, deployable, with an agent feedback loop built in.
Instant Generative UI MCP Server for AI Agents. Turn static AI chats into live, hot-reloading browser experiences with local file access. Tailwind, Alpine.js, and WASM-powered data parsers.
Local-first MCP memory server for operational project state: decisions, blockers, plans, patterns, and next moves.
Transform your terminal into an intelligent AI workspace with autonomous tool-calling and multi-step workflow execution, real-time streaming responses, persistent chat history, and comprehensive MCP (Model Context Protocol) client functionality for seamless tool integration.
Local LLM web search agent powered by Ollama — self-hosted, source-grounded research with MCP tools, citations, and verified PDF reports.
MCP server and CLI for Bazel-based Apple platform development — tools for iOS, macOS, tvOS, watchOS, visionOS builds, testing, debugging, and device workflows.
IDE configurations and trading strategies for MCP trading agents
Decantr AI design intelligence layer for AI-generated web applications
Structural code intelligence and persistent memory for AI coding agents, served over MCP (Claude Code, Codex).
Apache JMeter sampler plugin for load testing Model Context Protocol (MCP) servers over stdio, HTTP, and HTTP+SSE.
A directory of the connectors and skills in xAI's Grok: 31 integrations plus 5 built-in skills plus Bring Your Own MCP, with hosted-MCP endpoints, organized by category with descriptions and use cases.
MCP server for Atlas Cloud - AI API aggregation platform for image/video generation and LLM
Turn your Claude subscription into a multi-tenant agent API with rate limits, cost tracking, autonomous objectives, and an admin dashboard. Self-hostable, no API key.
MCP server for Apple Search Ads API v5 — manage campaigns, keywords, budgets, and reports through AI assistants
By leveraging Playwright under the hood, this server seamlessly injects into the OpenCut browser environment, granting LLMs programmatic access to manipulate the timeline, scenes, media assets, rendering engine, and more...
The first MCP server for autonomous Flutter testing on real iPhones and Android devices. 110 tools across Android (uiautomator2+adb), iOS (WebDriverAgent+pymobiledevice3), Flutter (Patrol + flutter run --machine). Works with Claude Desktop, Claude Code, Cursor.
MCP Server for AnyLogic Cloud simulation platform integration with AI assistants
MCP server for comprehensive visual design analysis - composition, color harmony, typography, and accessibility compliance
MCP server for Aseprite — 43 tools for pixel art, animations, and sprite sheets.
Self-contained multi-agent AI orchestration runtime for .NET. CLI + web UI, native tools, sandboxing, MCP, layered memory.
Native C++/Rust code editor for the AI era — Linux/macOS/Windows, ~12 MB bare binary, 238 file extensions / 82 language lexers, Rust-powered search, 6 AI backends (Ollama / llama.cpp / OpenRouter / Ollama Cloud / OpenAI / Azure OpenAI). Free forever, GPL-3.0.
Ad automation MCP server: generate ad creative and launch Meta campaigns from Claude or any AI agent. Hosted at https://pixero.ai/api/mcp
MCP tools for semantic search in github/advisory-database
MCP server for the Fellow Aiden coffee brewer. Lets Claude push profiles, scrape roaster pages, and apply brewing heuristics. Unofficial.
生产级中国 A 股数据 MCP server (akshare 主源, baostock/tushare 降级; stdio + Streamable HTTP; 30 tools)
Specialized AI agents for DeFi, crypto, blockchain, Web3, DeFAI. Deep expertise in yield optimization, smart contracts, portfolio management. Multi-agent collaboration (Agent Teams), MCP (Model Context Protocol) integrations, universal JSON API. Open-source, no vendor lock-in, 18 languages.
MCP server built with Google’s Agent Development(ADK) Kit featuring multiple specialised agents that collaborate through intelligent routing. The system provides RESTful API endpoints for various capabilities including web searches, data analysis, and code generation while maintaining extensibility through a modular architecture
A modern, multi-agent desktop AI client built with Tauri, SvelteKit, and Rust.
🤖 Model Context Protocol (MCP) server for Brazilian public data lookup - Company (CNPJ) and postal code (CEP) information directly in Claude Desktop, Cursor, Windsurf, Continue.dev, and other AI assistants
An AAS MCP adapter that exposes configured Asset Administration Shell APIs as Model Context Protocol tools, enabling LLM agents to interact with any AAS-compliant backend.
MCP (Model Context Protocol) server for RStudio - Bridge your RStudio session with Claude Code
MCP server for Pi-hole v6 — DNS blocking, query analysis, and multi-instance management for AI assistants
Create unlimited AI chatbot agents for your website — powered by OpenAI-compatible LLMs, RAG, and MCP.
An MCP time server that keeps your AI honest about time. Zero-dependency clock + drift guard for Claude Desktop, Claude Code, and claude.ai — local, remote, and hook flavors.
Open source AI astrology chatbot. Vedic kundli, Western charts, tarot, numerology, dreams. Real calculations via remote MCP, multi-LLM. Next.js 16, MIT.
AutoMCP scaffolds your Model Context Protocol config from package.json deps
Domain intelligence through MCP. Turn Claude, GPT, Gemini into domain agents. Search newly registered domains, WHOIS lookup, check availability, track expired domains, and analyze keyword trends through natural conversation.
Multi-vendor AI coding knowledge base. Auto-synced docs for Claude Code, Cursor, Codex, OpenAI, Gemini. Long-term context for AI agents — clone, open, ask.
Everything you need to learn Claude Code: deep notes, real assignments, working solutions. From agentic loops to parallel multi-agent systems.
Godot 4 automation via FastMCP — scene/mesh/PBR/particles, STL import, HTML5 export. For Cursor / Claude Desktop. Webapp.
Observability for MCP servers and AI agents. TypeScript SDK, Python SDK, and CLI.
Self-hosted MCP memory server — 35 tools for persistent context across AI coding sessions. Runs on Docker with PostgreSQL + pgvector + Ollama.
MCP server for OmniFocus integration - enables Claude and other MCP clients to interact with OmniFocus projects
Production-grade skills, custom MCP servers, and real projects built with Grok Build 0.1 (grok-build-0.1). The definitive toolkit + living showcase for xAI's agentic coding model. Sole author & maintainer: Cobus Greyling
A runnable example of building interactive in-chat UI with MCP Apps (io.modelcontextprotocol/ui), plus a field guide to the shipping gotchas. Distilled from Voygent's Folio Board.
77 deterministic personal-finance calculators + meta-advisor + live market data, served over MCP with a Next.js web UI.
Deterministic MCP tool flows for AI agents. Remove unnecessary LLM calls between predictable tool steps.
Expose DeepSeek Harness agent capabilities as an MCP server (brain=Hermes, arms=Harness)
MCP server bridging AI coding agents (Cursor, Claude Code, Codex, Windsurf, Kiro, Antigravity) to the Customaise Chrome extension. 18 tools: UserScripts, AgentScripts, WebMCP calls with HITL consent, visual DOM targeting, tab control.
aX — agent-native collaboration network for long-running agents. Remote MCP server: messaging, tasks, shared context, search, MCP Apps. https://paxai.app
Cross-project memory for AI coding agents. MCP server that maintains context, decisions, and knowledge across workspaces. Fully local.
Practical AI & more workflows for coding, MCP, local AI, productivity, research, media, and ops.
MCP server for MyFitnessPal — log meals, search foods with macros, track trends from Claude or any MCP client. Cookie auth that works post-Cloudflare, with automatic session refresh.
Production-ready MCP server integrating Whop.com Company API with AI assistants. Manage payments, memberships, products, promo codes, and affiliates through natural language. TypeScript with comprehensive error handling.
Weld connected structure toolkit for agent-first repository discovery
Persistent code-knowledge memory for AI chats. An MCP server that caches a codebase's structure and summaries in a local SQLite "brain" so sessions query it instead of re-reading files — token-cheap, 100% local.
🌸 MCP server for sending stickers in AI chat — inline MCP Apps widget + web admin page | 让 AI 在对话里发表情包
MCP server para el CENDOJ 🇪🇸 — Acceso automatizado a resoluciones judiciales de España, filtros avanzados de jurisprudencia y lectura de sentencias mediante Model Context Protocol y API REST
A cross-platform Codex setup kit with specialist agents, curated skills, safe MCP defaults, preview-first installation, and clear verification.
Git-backed message bus for AI coding agents — Claude Code, Cursor and Codex coordinate asynchronously, with no server
A model-agnostic Message Control Protocol (MCP) server that enables seamless integration with various Large Language Models (LLMs) like GPT, DeepSeek, Claude, and more.
the CLI coding agent that slides: Zig-powered multi-agent harness for extreme coding workflows. named after the Rae Sremmurd track & its namesake Lamborghini transmission. built for Barvis 🦀⚡
Relay is a desktop application for managing Model Context Protocol (MCP) servers. It provides a user-friendly interface to configure, enable/disable, and export MCP servers for use with Claude Desktop and other AI applications.
Per-agent scoped MCP tool proxy — credential isolation, resource scoping, and audit logging for AI agent deployments
A high-performance desktop app interaction framework for AI agents — faster, cheaper, more accurate. / 让 Agent 操作桌面软件更快、更准、更省。
A curated list of awesome Model Context Protocol (MCP) servers, tools, SDKs and resources for AI assistants like Claude.
Turn any markdown vault or codebase into a cited, AI-queryable knowledge graph. Local-first CLI, web viewer, and MCP server.
Sample MCP Server on Azure that lists images from Blob Storage and describes them using Azure OpenAI (gpt-4o vision).
Knowledge engine for AI agents — persistent memory, vault, and brain that learns
OpenGrok MCP Server is a native Model Context Protocol server that bridges your organization's OpenGrok search engine with AI assistants — enabling instant, natural language search and deep repository context across massive codebases.
Standalone Language Server Protocol tools exposed as a stdio MCP server. Consumed by codex-lsp and oh-my-openagent.
Measure and improve the token-efficiency of agent-facing APIs (OpenAPI & MCP): a scorer, linter, the LAP profile, and a reproducible token benchmark.
MCP server for GLEIF LEI (Legal Entity Identifier) database access
MCP server for parallel execution of shell commands and AI agents (Claude, Gemini, Codex) across lists of items
🧠 The AI that finds the code you didn't know you needed - Sublinear-intelligence MCP server for discovering GitHub leverage
Authoritative multi-agent software engineering coordinator with isolated Git worktrees, write scope locking, test verification, and serialized merge queue. (v0.1.0-beta).
Evaluate how LLM agents actually use your MCP server — recording proxy, claude/codex, optional LLM judge, HTML report.
MCP server for ros2_medkit. Bridge LLM agents to the SOVD REST API for ROS 2 diagnostics and remote operations.
MCP server for AI-assisted CSS development. 77% token savings with semantic class patterns. Supports Tailwind, Bootstrap, UnoCSS, Tachyons.
First MCP for the Xahau network — offline Hook intelligence (WASM inspection + a Hooks-specific static-analysis rule engine), read-only ledger/codec/governance tools, and unsigned-tx builders. Read-only, no key custody.
Fast hybrid (BM25 + semantic) local code search for AI agents - pure Rust, persistent index, MCP/gRPC servers, tree-sitter symbols
MCP server for Google AI search, documentation retrieval, code analysis, and architecture research.
Open-source MCP server giving AI assistants live, natural-language control of real quantum hardware across IBM Quantum, IonQ, and AWS Braket
Automated PRISMA 2020 systematic literature review with AI-assisted screening via MCP. Works with Claude, Codex, Copilot, Cursor, and any MCP-compatible agent.
KI Skills für das microtech ERP-System. GraphQL-Queries, Vorgangsverwaltung und mehr - optimiert für die Nutzung mit GraphQL MCP-Servern
Give your AI a perfect, infinite memory. A local-first, zero-LLM memory system and Model Context Protocol (MCP) server designed to give AI assistants (like Claude, ChatGPT, and custom agents) a searchable, structured "Memory Palace."
MCP server for bol.com Retailer API automation: orders, offers, shipments, returns, invoices, and seller workflows
Local-first context engine for LLM agents — retrieves, weighs, and compresses your codebase into the context window with no LLM call on the retrieval path. SQLite knowledge store; CLI + HTTP + MCP; know/miss agent contract.
Superpowers your agent's debugging: what introduced this bug, and is my fix actually complete? Deterministic, offline, read-only, MCP-native.
Drive GIMP 2.10 from Claude (or any MCP client) via the Script-Fu bridge — 53 tools + an AI-native GIMP knowledge base.
🕷️ Turn PostgreSQL into a secure JSON-RPC API instantly. Zero boilerplate, real-time SSE (LISTEN/NOTIFY), native DB auth (RLS/JWT), MCP for AI agents, high performance & metrics.
MCP servers for Microsoft Office — Excel, Outlook, PowerPoint, Word. Local-first, governed, developer-controlled.
McPortfolio: A Model Context Protocol server providing 9 specialized tools for LLM-driven portfolio optimization using natural language, covering mean-variance to machine learning approaches.
MCP server for LiquidSoap 2.4.0 documentation and script assistance
Self-hosted, CLI-first issue tracker and cron scheduler for Claude Code agents
MCP server for OHDSI OMOP medical vocabularies. Search, map, and navigate 10M+ concepts (SNOMED, ICD-10, RxNorm, LOINC) from any AI agent.
Local-first AI coding and automation agent with automatic Ollama setup, hardware-aware models, RAG, MCP, and a friendly terminal UI.
Zotero 10+ Local API and PubMed MCP research workspace: Keeper 2.1, PubMed Search 0.6.1, and a one-click VS Code extension.
Snapshot, diff, and validate MCP (Model Context Protocol) tool schemas. Brings OpenAPI-level contract safety to the MCP ecosystem — catch breaking changes before they hit production.
Real-time alert bot for Robinhood Chain - Telegram, Discord, and X (Twitter). Tracks new launches, graduations, whale trades, Stock Token premium/discount arbitrage, holder milestones, and liquidity-pull rug warnings. Free tier, x402 USDG premium.
A minimal, lightweight client designed to simplify SDK adoption into MCP
App-store market intelligence for AI agents over MCP: competitor sets, studios, share-of-search, rank movement. Public endpoints, no API keys.
MCP server for comprehensive documentation lifecycle management. Automates change detection, link validation, quality assessment, and documentation synchronization for software projects.
Production-grade Model Context Protocol (MCP) framework for Go. Build MCP servers and clients with 16 middleware, typed tools, streaming, circuit breaker, OpenTelemetry, and a zero-network test harness.
High-performance local SQLite FTS5-based tool output cache and MCP multiplexer for AI agents.
MCP server that wraps the Antigravity CLI (agy): run agy prompts and peer reviews as async, restart-resilient jobs over stdio or Streamable HTTP.
Swift-native MCP server for Microsoft Word (.docx) — 233 tools, the first pure-Swift OOXML library (no Word required). v3.13.5 closes #56 round-trip silent corruption (5 sub-stack rounds, 30 findings via 6-AI verify). Office.js Roadmap P0 100%: Track Changes, SDT, styles, numbering, sections, hyperlinks. Byte-preserving overlay save.
Hermes Agent plugin for local knowledge search and artifact routing—find the right skill, script, runbook, cron job, MCP server, or document.
Model Context Protocol (MCP) server for local vector storage & semantic search (ChromaDB, OCR, async ingestion).
Encrypted secrets store for Claude Code (MCP) + CLI + .env placeholder expansion. macOS Keychain backed.
An MCP server that lets any LLM research and trade Polymarket. Point Claude, Cursor, or VS Code at it and your agent can read markets, prices, and your account — and place real trades. Optional REST gateway for algorithmic bots.
Rel.AI MCP - a local coding agent for ChatGPT Web. Let ChatGPT read and edit repositories, run commands and tests, review changes, and use Git through MCP.
A Python MCP Server that converts ComfyUI workflows into parameter-configurable tools for AI agents. | 将 ComfyUI 工作流转化为参数可配置的 MCP 工具，供 AI 代理通过自然语言驱动图像与视频生成。
MCP proxy server — 85-96% token savings via lazy tool loading & fuzzy search across 100+ MCP servers. npm i mcp-tool-search
MCP server for driving AmigaOS 4.1 machines (QEMU + real hardware) via Model Context Protocol
VEXI is an open-source AI coding agent for the terminal. Bring your own API keys, work with OpenAI, Anthropic, and other providers, and code faster with a lightweight, multilingual, privacy-friendly CLI.
Comprehensive reference notes, diagrams, codelab walkthroughs, and interview preparation material for Google's 5-Day AI Agents: Intensive Vibe Coding Course.
MCP server exposing the full PuTTY toolchain — 30 tools for SSH, SCP, SFTP, serial, key management, registry sessions, and multi-hop
MCP server for self-hosted Docmost (Community Edition) — read & write your wiki from Claude, Cursor & VS Code
High-performance, low-latency MCP server for local code context. Features AST-aware symbol graphs, semantic reranking, and PageRank-scored search for AI agents (Claude, Cursor, and more).
AGPL-licensed structure-preserving Word (DOCX) editing MCP server, Codex Skill, and Office.js bridge for AI agents.
A pluggable Model Context Protocol (MCP) server and headless CLI for the Open Knowledge Format (OKF).
Render and push styled pixel art, text, dashboards, and animations to Divoom Pixoo LED displays on your local network via MCP. STDIO or Streamable HTTP.
Define MCP tool JSON Schemas in Protobuf — a protoc/buf plugin & Go library that generates JSON Schema from proto, with constraints
MCP server for Substack's official Publisher API — query posts, analytics, and subscribers from Claude, Cursor, or any MCP client
Full-coverage MCP server for Umami Analytics API v2 — 66 tools, 2 resources, 2 prompts
MCP server that gives Claude Code the ability to take screenshots (Windows)
MCP server giving Claude Code CLI direct control over Ansys engineering simulations — CFD, FEA, meshing, and post-processing via PyAnsys. 24 tools. Multi-language docs.
Study guide for all four Anthropic Claude certifications: Associate, Developer, and Architect Foundations and Professional. Official exam guides, blueprints with domain weights, cheat sheets, 320 practice questions, three mock exams per exam, 110 flashcards, and a printable companion.
MCP server for creating, managing, and analyzing Meta (Facebook/Instagram) ad campaigns with Claude.
High-performance MCP server for USPTO Enriched Citation API v3 with AI-powered data extraction, token-saving context reduction, progressive disclosure workflows, and seamless cross-MCP integration
MCP server for IBM Planning Analytics / TM1 — full model lifecycle via REST API
Zenodo MCP server — tool-based LLM integration with Zenodo (open-access research repository) via the Model Context Protocol (MCP)
Native Model Context Protocol (MCP) server for Zabbix with an embedded AI assistant. Auto-generates API tools from the installed Zabbix version, enforces RBAC, supports OpenAI/Anthropic/Gemini/Ollama.
MCP server for Dify Console API — programmatic agent creation, knowledge base management, DSL import/export, workflow control. Works with self-hosted Dify v1.6+.
Control Unreal Engine from AI assistants (Claude, Cursor, Windsurf) via Model Context Protocol. 88 tools - blueprints, materials, Niagara, animation, audio, and more.
Reliability & security proxy for the Model Context Protocol (MCP). Self-healing connections, runtime tool-poisoning/shadowing defense, and NIST AI RMF + OWASP LLM Top-10 audit trails for any MCP server. Works with Claude, Cursor, Cline, Windsurf.
Sphinx extension for documenting MCP tools, prompts, resources and resource templates.
Your AI agent's Edit isn't atomic. This MCP makes it so — atomic multi-file changes with rollback for Claude Code, Codex CLI, Cursor agents.
Universal project management for AI coding agents — MCP server + CLI + git-native task board
Open-source security gateway for MCP tool calls — blocks secret leaks, enforces agent policies, and requires human approval for risky actions
CLI for Model Context Protocol (MCP) servers. Pipe, script and automate MCP tools from the Unix shell, and keep their tool schemas out of your LLM context.
Offline MCP server: an AI agent transpiles PineScript v6 → C++ and runs deterministic, TradingView-parity backtests locally — 309/311 strict on the open corpus, 396/396 on a closed 415-script community test, ~950k trades verified, 0 engine bugs. One Docker container, no API key; code & data stay on your machine.
Model Context Protocol servers for the official Robinhood Crypto Trading API — the credentialed brokerage API at trading.robinhood.com, documented at docs.robinhood.com/crypto/trading.
A lightweight .NET framework for building Model Context Protocol (MCP) servers. Integrates seamlessly with Azure AD, AWS Cognito, Auth0, OpenAI and other providers
A declarative language that compiles to professional SVG floor plans — like Typst/LaTeX, but for architecture. Built for AI agents: deterministic output, JSON diagnostics that carry their own fix, and a describe/lint channel that verifies a plan against its brief without rendering an image. Zero-dependency TypeScript.
Gmail Postmaster Tools (v2 API) as an MCP server — domains, traffic metrics & sender compliance in Claude, Cursor, and any MCP client. Bring your own Google OAuth. Zero dependencies.
An MCP server for reading and writing local XMind mind map files. Exposes 27 tools that let any MCP-compatible AI client create, navigate, and edit XMind files directly on disk.
Full-featured MCP server for Fantastical calendar on macOS. Read, search, and create calendar events from any MCP-compatible AI assistant — Claude, Cursor, Windsurf, and more. No API keys or permissions needed.
A fast, OS-sandboxed Model Context Protocol gateway with an embedded Code Mode engine and shell-output token compression, in a single Rust binary.
One FastMCP server, one port — expose each tool group at its own native MCP URL, so every agent sees only the tools it needs. No proxy, no gateway.
A Model Context Protocol (MCP) server that provides access to the Art Institute of Chicago Collection through natural language interactions. This server allows AI models to search the Art Institute of Chicago Collection and have art works available as a Resource.
A custom reactive AI Agent framework that allows for creating flexible reactive agents to carry out tasks using MCP and Custom tools.
Personal MCP server framework — deploy your AI backend to Vercel in 5 minutes. 86+ tools, 16 connectors. One endpoint for Claude Desktop, Cursor, Windsurf, ChatGPT.
AI advisory board as a Claude Code skill + MCP server: verifies every quote word-for-word against public-domain sources, or abstains. Fail-closed fidelity.
TypeScript SDK for writing AI agent plugins once and exporting them to multiple agent platforms.
Local MCP Client is a cross-platform web and API interface for interacting with configurable MCP servers using natural language, powered by Ollama and any local LLM of choice, enabling structured tool execution and dynamic agent behavior.
A TypeScript package for interacting with the GitHub API through an MCP (Model Context Protocol) server integration.
A pure C# LLM inference engine built from scratch — no Python, no llama.cpp bindings, no ONNX Runtime. SharpInfer loads GGUF and Safetensors models directly, dequantizes weights in managed code, and runs the full transformer forward pass natively on .NET 8.
Codex AI game studio: 85 skills, 163 curated tools, Unity/Godot/Unreal/Blender workflows, img2threejs, reversible automation, and visual QA.
Vinkius Open Data Initiative: The world's largest open-source database of Model Context Protocol (MCP) servers. Production-ready metadata connecting AI agents to APIs and enterprise tools.
Native C++17 AI agent runtime — local-first, embeddable, MCP-native. Tool-calling, memory, and an async agent loop that runs where Python can't: ROS2, game threads, drones, HFT.
MCP (Model Context Protocol) server for Google Search Console. Query GSC performance data and generate brandable HTML SEO audit reports from Claude, Cursor, Zed, and any MCP client. Read-only, OAuth-based, MIT licensed.
An enterprise-grade compiler for the Agentic Era: Translates complex OpenAPI specs into production-ready MCP servers with built-in Semantic Compression and Resource Grouping for the 2M token economy.
MCP-native secret scanner in one fast Rust binary: engine, CLI, and MCP server. Finds API keys and secrets, skips known-public fixtures, verifies live keys with a real provider call, and applies env-var rewrites. Privacy invariant: the raw secret never leaves disk.
Git LFS for your LLM context — 20x Context Savings — an MCP server that keeps big documents out of the model and returns byte-exact quotes for a fraction of the tokens.
🎨 Intelligent UI component design selection tool built on Model Context Protocol (MCP). Compare 3 designs with automatic CSS framework detection, adaptive layouts, and real-time selection. Perfect for design systems and A/B testing.
MCP server for YouTrack: issues, attachments, work items, time reports, knowledge base
🧩 Turn Python AnyWidgets into interactive, composable MCP Apps
OAuth 2.1 Authorization Server. Implements the MCP Authorization Spec
MCP server + Claude Code skill + indexed docs for developing Electra One MK2/Mini widgets and presets
File-first memory runtime for AI agents — versioned, portable, and always there when the next session starts.
Open source MCP server for Jira & Atlassian — manage issues, sprints & Confluence via Claude, Cursor, or any MCP client. No install, just npx.
A community-curated list of MCP (Model Context Protocol) servers. PRs welcome! Browse AI tools, integrations, and developer resources.
Multi-session browser MCP for AI agents. 36 tools. 15 parallel sessions. Stealth. Self-improvement. Up to 10x fewer tokens.
MCP server that connects any AI agent to MATLAB — execute code, async jobs, interactive Plotly plots, custom tools, and monitoring dashboard
One host for all your MCP servers — shared instances, lazy start, live dashboard, a fraction of the RAM. Includes MCP servers compiled to native binaries with scriptc.
MCP that delegates mechanical text tasks to a local OpenAI-compatible LLM endpoint to conserve Claude subscription quota.
MCP server that auto-generates tools from Payload CMS 3.0 type definitions so LLMs can produce up-to-date Payload code
Open-source MCP server for AppFlowy Cloud — let AI agents read, build, and edit your workspace (databases, pages, rows, blocks) over Google OAuth or a token.
MCP Orchestration Gateway – aggregates tools from multiple MCP servers with BM25 search and deferred loading for Claude Desktop
Production-ready MCP server for DEV Community (Forem) API. AI-native integration for managing articles, comments, users, tags, organizations, and reading lists. Built with TypeScript and comprehensive error handling.
Five hero examples of effectful AI agents built on Effect v4 (beta). Pure Effect programs; one local entrypoint; one Cloudflare Worker hosts all five.
Collateralized execution engine for AI agents: bond-and-slash accountability with Ed25519 identities, bounded exposure, and progressive trust tiers.
Local AI memory system for Node.js — verbatim storage, semantic search, knowledge graph, MCP server. Port of the Python MemPalace.
Instant SEO, performance, and security audits for any URL — an MCP server for AI agents
MCP server for Google Search Console — query search analytics, inspect URLs, find keyword opportunities, track SEO performance. Works with Claude Desktop, Cursor, Windsurf.
Local-first engine that grounds an AI agent's answers in your own Markdown and captures what it learns back into the KB — Node · TypeScript · MCP.
TypeScript core + CLI + MCP server to automate routine interactions with Chile's tax authority (SII), for Claude Code and Claude Desktop. Unofficial.
Metabase MCP server for AI Agents. Authenticate with a browser session cookie, no API key required.
Engineering OS — a suite of Model Context Protocol (MCP) servers that bring engineering discipline to AI coding assistants: dependency & version governance, hallucination detection, security/architecture/QA/performance review, multi-agent code review, self-healing, and compliance.
The canonical Sovereign AI Agent OS & runtime harness. Built for Model Context Protocol (MCP), Agent-to-Agent (A2A) swarms, and zero-token tax execution.
Postman for MCP — test, validate, debug, and scaffold Model Context Protocol servers. Itself an MCP server.
A typed orchestration language for AI-generated, validated tool programs that execute locally—without model round-trips between steps.
MCP server for Xcode - enables AI assistants to create, build, test, and manage iOS/macOS projects programmatically
Manage Amazon Ads campaigns with AI agents via MCP (Amp, Cursor, Claude Desktop, VS Code)
MCP server for Adverse Outcome Pathway (AOP) discovery, semantics, and draft authoring.
AI-native Solana wallet CLI with scoped MCP server — let AI agents manage your wallets with granular permissions, spend limits, and audit logging
Cinema-grade video production MCP server — 8 tools for recording, editing, effects, captions, TTS, and smart screenshots. Built on ffmpeg + Playwright.
OSMP — Octid Semantic Mesh Protocol. The open encoding standard for agentic AI instruction and computation for any channel.
The Code Review Assistant is a simple multi-agent system built using the Model Context Protocol (MCP) and LangChain. Its purpose is to provide automated, preliminary feedback on code snippets, including syntax checking, code explanation, and improvement suggestions. It can be integrated with MCP-compatible clients like Cursor IDE or Claude for Desk
MCP server for the Rakuten Web Service API. 28 read-only tools across Ichiba (e-commerce), Books, Travel, Recipe, Kobo, and GORA (golf). Bilingual EN/JA tool descriptions.
MCP server for EskomSePush — ask Claude about South African load shedding in plain language.
AI-driven architecture browser: MCP server + desktop app. Claude Code, Codex & other AI agents explain your codebase with guided walkthroughs, diagrams and visual artifacts. Read-only, local-first. Tauri + Rust + Svelte.
A curated list of MCP (Model Context Protocol) servers, tools, frameworks, and resources
A deep, visual, source-grounded guide from LLMs and agent architectures to secure agentic AI systems.
AI-native, embeddable node-graph editor for the web. Blueprint-style typed pins, in-node widgets, macros, React/Vue adapters, and a built-in MCP server so Claude Desktop / Cursor can build graphs over a localhost bridge.
Crystal object bindings and serialization for the Model Context Protocol
The open-source run log for MCP agents. Get a shareable report to verify and reproduce what the agent did — plus a protective mode for common dangerous SQL.
Executive-ready slides, one API call away. API-first AI presentation engine with 32 slide types, 24 chart types, 15 themes, finance vertical. PPTX + Google Slides. MCP server for AI agents. TypeScript SDK.
The first MCP server for sports betting — 9 tools, live odds, AI picks, 59.6% win rate across 1,353+ picks
Equity comp tax (ISO/NSO/RSU/QSBS), concentration, and hedging optimizer. MCP server + REST API with federal + 50-state + DC tax code, multi-year horizons.
Self-hosted operator console for Magnific / Freepik AI. REST + MCP, 48 image models, 52 video models, credit-safe job engine
Self-hosted AI gateway: OpenAI/Anthropic-compatible APIs, virtual keys with token budgets, exact+semantic response cache, reverse MCP governance (REST→MCP), Prometheus/Langfuse observability — fake-provider-first, zero credentials to try.
MCP server for Trading 212 - portfolio analytics, order management, pies, dividends. Works with Claude, ChatGPT, Cursor, Windsurf.
Let an AI agent draw on your screen — a macOS menu-bar app that gives agents a pen over MCP.
MCP server that translates design tokens between platforms — Tailwind, Figma, CSS to Material 3, SwiftUI, and CSS Variables. Built for the v0 → Figma → Claude Code pipeline.
MCP server that lets AI models invoke CLI agents (Codex, Claude, OpenCode) as tools — with parallel execution, retries, and structured output parsing.
Fundraising infrastructure for AI agents on Solana — x402 payments, milestone escrow, on-chain reputation. REST + WebSocket + MCP + ACP.
Lightweight self-hosted web UI for AWS S3, MinIO, R2 and any S3-compatible storage. Multi-account, granular access control, built-in MCP server for AI agents
MCP server for Sliver C2 - Adversary emulation framework integration for AI assistants
MCP server for Apollo.io, search leads, enrich contacts, manage sequences & CRM from Claude Code, Cursor, or any MCP client. 27 tools covering the full Apollo.io API.
Give your AI agent tools that work across machines — peer-to-peer MCP bridge with permissions and zero config networking.
本地优先的文档数据管理工具：把大规模语料整理成带稳定地址的条件树，精确定位片段且可回溯出处；关键词 + bge-m3 语义检索，经 MCP 开放给外部 AI agent。
Windows-local stdio MCP server for PLAXIS 2D Remote Scripting — separate Input and Output roles: geometry, staged construction, meshing, calculation, results
🔥 Open-source AI Agent Builder — Create, share, and run AI agents with MCP, tool-calling, and any AI provider (OpenAI, Anthropic, Gemini, Ollama)
aptu-coder: MCP server for AST analysis, call graphs, and code structure (tree-sitter)
MCP server to operate netcup VPS infrastructure from any AI assistant (Claude, etc.)
AmigaTools by Elyan Labs: modern apps for classic 68k AmigaOS. Gemini browser, Mastodon and Nostr clients, an MCP server, a Claude client, Lua, the narrator voice, and the Boing Ball. Native C, cross-compiled for m68k.
Authorization, delegation, provenance, and verifiable-audit engine for AI agents. MCP adapter published.
MCP-native Chrome automation layer for AI assistants. Open source, community-driven, and production-focused
MCP server giving AI agents instant access to 1,500+ free public APIs — search, probe, and generate code snippets
MCP server for the Spark workflow catalog. Use with Claude, ChatGPT, and other MCP clients
⚡ Competitive multi-wallet NFT auto-minting agent for OpenSea/SeaDrop & direct contracts — low-latency fast-mint (raw EIP-1559, multi-RPC fan-out, RBF), scheduled drops, browser fallback & listing. Runs as an MCP server, an AI-agent skill (Hermes/Claude), or a CLI. Security-hardened, multi-chain EVM.
Model Context Protocol server for Raycast — 9 tools for AI-native macOS workflow automation
MCP server for App Store Connect — rebalance subscription prices across ~175 countries via Purchasing Power Parity, schedule per-territory price changes, manage subscriptions from a chat.
Canvas LMS MCP server — read courses, assignments, submissions, rubrics, quizzes; grade and comment from any AI agent
Local AI job application assistant for the German-speaking job market (DACH) — job search, application tracking, CV analysis. MCP server for Claude Desktop, self-hosted, no cloud. Deutsch: dein Bewerbungs-Helfer, läuft komplett lokal.
Rust homelab control plane and Labby MCP gateway for agents, plugins, registries, stash workspaces, setup, logs, fleet operations, CLI/API/web UI.
MCP server for the CanLII Canadian legal database. Hosted at canlii-mcp.vaquill.ai. Works with Claude, Cursor, VS Code, Windsurf.
Tamper-evident audit log for Go: an append-only, hash-chained, optionally Ed25519-signed log/slog handler, with offline logx verify. Built on the standard library, zero third-party dependencies. Also a full slog toolkit (colored output, JSON, rotation, fan-out, CLI).
Multi-layer AI agent system for intelligent infrastructure management. Features AI Terraform code editor with BYOK (Bring Your Own Key), Model Context Protocol (MCP) server with 45+ tools, and self-deploying Kubernetes observability agents. Supports OpenAI, Anthropic, and Azure OpenAI.
Code-aware browser testing agent — 13 MCP tools for AI editors (Claude Code, Cursor, Windsurf). Reads your codebase, opens Playwright, tests everything, reports with screenshots.
zephex Hosted MCP skill pack 10 tools, 13 editors (Claude Code, Cursor, VS Code + 10 more). Live repo analysis package upgrades, codebase scoping. No token waste.
MCP server connecting ChatGPT/Codex to NetEase Cloud Music for recommendations, listening context, curated playlists, podcasts, and safe account writes.
KiCad MCP server: 100+ Model Context Protocol tools that let an AI assistant do schematic capture and PCB layout. Place parts, route traces, run ERC and DRC, export Gerbers, BOM, and 3D models.
AI code review agent MCP server. Reviews code like a kernel maintainer: blunt, technical, no sugarcoating. Detects bugs + OWASP Top 10 security vulnerabilities. 4 harshness levels. Anti-RLHF.
A MCP (Model Context Protocol) server for interacting with LimeSurvey.
Local-first, spec-driven SDLC workbench with governance gates, knowledge graphs, and MCP for AI coding agents.
MCP server for ERC-8004 agent discovery + x402 payment. No smart account, no relay — just EOA signing. Works with Claude Code, OpenClaw, Cursor, Cline.
Measure the context-window tax an MCP server charges your AI agent — the real token cost of its tool schemas + responses. Ground truth (Anthropic count_tokens) or keyless estimate. Cross-platform single-file CLI.
MCP (Model Context Protocol) server that provides LLMs with tools to interact with the MASV API
Persistent Project Context for Cursor, IDEs and VS Code — IANA-registered .faf format · 25 tools
MCP server for direct Excel VBA code read/write. Let AI assistants (Claude, etc.) access and modify VBA modules without manual export/import.
Self-hosted MCP server for live documentation, code audits, and best practices. 598+ curated libraries, 100+ audit patterns, no rate limits.
🪱 MCP Context Template is a repository designed to centrally manage AI tools (MCP) to reduce context sharing costs and improve development productivity.
Server-side, framework-permissioned MCP server for Django/DRF. Per-agent permission gating with dispatcher-pattern schema compression.
MCP server for multi-agent task delegation, CLI orchestration, and Agent Portal routing.
Docker MCP server designed for agents that need their containers to stay running. Health checks, auto-restart, Compose lifecycle, log streaming.
The Claude Certified Architect – Foundations certification validates that practitioners can make informed decisions about tradeoffs when implementing real-world solutions with Claude. This exam test foundational knowledge across Claude Code, the Agent SDK, APIs, and MCP — the core technologies used to build production-grade applications with Claude
Vizier - the decision-making brain of an agentic-trading stack. A Claude Code skill that researches, decides, remembers and orchestrates trades across US stocks/ETFs (IBKR) and crypto spot (CCXT), driving the Scout and Valet MCP servers it never modifies. Hybrid skill + deterministic safety core; paper-first.
XC-MCP delivers an intelligent MCP server for Xcode tooling with progressive disclosure and caching to prevent token overflow. It speeds workflows and boosts reliability in development 🐙
The most complete MCP server for API testing. 27 tools: requests, assertions, flows, OpenAPI, mock data, load testing, collections, environments, cURL export, response diffing. Zero config, zero dependencies.
International Education Standards MCP — CCSS, Singapore MOE, IB MYP and more. Grounding layer for LLM-powered education tools.
MCP server for nodiom — structured read/write access to Markdown documents for AI agents.
The agent-native deploy platform you actually own — ship AI apps inside your own (or a client's) infrastructure, driven by your AI agent over MCP, with SSO + per-user audit. Self-hosted, open source; a deploy layer for forward-deployed engineers.
MCP server for WHMCS automation - AI-powered client management and hosting operations
Safe MCP server for Plastic SCM / Unity Version Control (cm 10.0.16.6656+, UVCS 11.x). Readonly by default; guarded write tools.
MCP server for GitLab API — 76 tools for AI assistants (Claude, Cursor, VS Code). Projects, MRs, pipelines, CI/CD, approvals, issues, code review.
Three-phase Claude tooling for embedded firmware: MISRA Skill + Datasheet MCP + HIL pipeline. Verified end-to-end on STM32F4-DISCOVERY hardware.
GovRider MCP Server - Match your tech product or consulting service to thousands of live government tenders, RFPs, grants, and frameworks from 25+ official sources worldwide
A robust MCP server that eliminates temporal blindness in AI coding agents through intelligent time tracking, persistent memory, and complete session traceability
MCP server providing AI assistants with safe, read-only access to SQL Server databases. AST-based query validation, rate limiting, and DBA diagnostic tooling.
MCP Jira DevFlow - Project for Jira integration with MCP
Tentra MCP — memory for AI coding agents. Persistent code graph + AI architecture diagrams. 32 MCP tools. Works in Cursor, Claude Code, Codex, Windsurf.
Retrieval-grounded prompt refinement as a Python library, CLI, and MCP server
Official business-registry data for AI agents - KYC/AML, beneficial owners (UBO), insolvency, credit risk and adverse-media screening across Europe, the US, the UAE, Africa and Latin America. Start with a one-call Poland KYB verdict: one NIP or KRS in, one verdict out. Sourced via Apify; pay-per-result.
Local-first permission gateway for AI agents: connector-based SSH, Postgres, and Redis access with scoped tokens, human approval, audit logs, and encrypted local credentials.
MCP server for Pentaho Kettle job and transformation management
A comprehensive collection of Model Context Protocol (MCP) servers categorized by functionality. This repository helps developers and AI enthusiasts discover and utilize the wide array of available MCP servers for various applications.
A comprehensive Go SDK for the Model Context Protocol (MCP) - simplifying AI application development by abstracting away protocol complexities.
Demo MCP server showcasing Tools, Resources, and Prompts — built for presentations with Claude Desktop support
RTL-SDR + MCP server: spectrum, waterfall, FM audio, station DB, GNU Radio demod — web dashboard and AI control via FastMCP 3.4
🌊 GW150914 MCP Signal Search: AI-powered gravitational wave detection using Model Context Protocol (MCP). Features optimization client, analysis server, and automated parameter exploration for LIGO data.
MCP server for the PostFast API — schedule and manage social media posts (X, Instagram, Facebook, TikTok, LinkedIn, YouTube, and more) via AI tools like Claude, Cursor, and VS Code.
Hosted MCP server for Google Search Console. Connect Claude, Cursor, ChatGPT, or any MCP client and ask about your site's Google Search performance — clicks, impressions, rankings, indexing, sitemaps. Sign in with Google, no API keys. Self-hostable on Cloudflare Workers. By digestseo.com.
Zero-sidecar MCP server inside the Godot editor. AI agents (Claude Code, Cursor) inspect, author, run and SEE your game. GDScript + C#, validate-before-write, no Node.js. Godot 4.2+. Free Lite; Full adds autonomous playtesting.
P2P shared memory substrate for AI agents — stigmergic knowledge network via libp2p
A modular Obsidian vault template for professional profile management, career tracking, and AI-assisted application preparation — CVs, grants, fellowships, and more.
MCP server for marketing technology analysis with AI assistants. Enables Claude and other MCP clients to detect analytics tools, tag managers, and advertising pixels through conversational interfaces.
MCP server for Godot 4 — give Claude, Cursor, or any MCP client full control of the Godot editor: 228 tools, live-tree editing with undo, DAP step debugger, GDScript LSP, runtime play-testing.
MCP server for web scraping — extract clean markdown, links, metadata from any URL
A high-performance Model Context Protocol (MCP) server. Enables AI Agents to fetch real-time GitHub repository data—including SemVer-sorted tags, file content, and directory trees—without local cloning. Solves the 'outdated dependency knowledge' problem for LLMs.
104-tool DNS Security Intelligence MCP Server — DNSSEC, hijacking, tunneling, typosquatting, email security, CT monitoring, blocklist, infrastructure audit. 100% local, zero API keys required.
Model Context Protocol SDK for building structured, production-grade AI systems.
Open, validated, reproducible PNT-resilience simulator spanning the full positioning, navigation & timing stack — orbit, clocks, INS, GNSS, integrity, resilience, lunar/cislunar & deep-space nav — plus quantum-vs-classical models. Runs as a Rust lib/CLI, Python, in-browser (WASM), an MCP server / Claude Code plugin, and a JetBrains plugin.
SEO toolkit as an MCP server — free, keyless on-page audits, robots.txt, sitemaps, structured data, broken-link checks, and PageSpeed insights
MCP server for ChangeThisFile — free file conversion between 690+ formats (image, video, audio, document, data, font, ebook, archive). No auth required.
SWAG reverse proxy configuration management via MCP. Create, edit, view, and manage nginx proxy configurations with auth integration.
Zero-LLM structural code retrieval for AI coding agents — tree-sitter index, BM25+dense+structural fusion, served over MCP.
Track and visualize agent skill download history. Star-history for ClawHub.
Public Claude Code plugin marketplace — installable skills and agents for AI coding agents. Drop-in capabilities you add with one command.
Open-source MCP server that assembles interactive, SCORM-compliant e-learning courses. Self-hostable. By edumints.com.
Teach your AI coding agent what your DevExpress XAF application actually does. Roslyn-based extraction of entities, controllers, business rules and Model Editor customizations.
Unified MCP server for Stremio: search movies/series, browse catalogs, list streams via addons, and play/control content on an Android TV. Works with Claude and any MCP client.
Let Claude use the Chrome you're already logged into — real sessions, real cookies, no second browser. MCP server (CLI) + MV3 extension.
🧠🤖 MCP-compliant AI agent server in TypeScript 🚀 — Extend Claude & others with 🐙 GitHub Repos, Issues, Pull Requests & Actions superpowers! Ready-to-use executables available for macOS & Windows
CLI and MCP server for kicktipp.com — view leaderboards, schedules, league tables, and place bets from the terminal or through AI assistants like Claude.
An MCP server generator for Ansible. Reflects every installed module from ansible-doc into typed, LLM-callable MCP tools.
An MCP server that lets AI agents build, edit, render, and export real 3D models from primitives + boolean CSG. Headless, GPU-free.
AI-assisted D&D 5e session management for Roll20 + D&D Beyond, built on MCP — live combat, map prep with Claude-vision walls, and a voice HUD.
Local code intelligence graph for AI coding agents: Tree-sitter static analysis, structural code search, dependency impact, blast-radius analysis, CLI and MCP server.
SigRank SignalAF — AI operator evaluation leaderboard. Ranks how efficiently you use AI by token cascade efficiency (Υ = cache_read × output / input²). Privacy-preserving: token counts only, never prompts. signalaf.com
Long-term memory for AI agents that stays correct — zero-dependency Python + MCP server for Claude Code. When a fact is corrected, the old value stops coming back.
Drive Electron apps the way Playwright drives browsers — MCP server for AI agents.
Pulse — Hermes-style self-improving AI agent. Reliability-first rebuild with evaluated skill self-evolution, multi-agent team orchestration, dialectic user modeling, and fully self-hosted default stack (Ollama + SQLite FTS5). Apache 2.0 license.
PMM Sherpa MCP. Senior product marketing advisor across Claude.ai, Claude Code, ChatGPT, Codex, Gemini CLI, Antigravity. Four tools backed by a 38K-chunk corpus.
A Model Context Protocol (MCP) server that provides AI agents with persistent memory and semantic file discovery.
MCP server for publishing AI-written content to blogs and CMSs through the Post2Site API contract.
MCP server for hot-swapping llama.cpp models in Claude Code - launchctl (macOS) + systemd (Linux)
Give AI full control of a live Chrome browser via CDP with 145 tools for automation, network and DOM capture, structured extraction, and session recording through MCP.
Save 60-80% tokens when AI reads code — MCP server for token-efficient code navigation with AST-aware structural reading
AgenticStore: The secure toolkit for AI agents. Instantly equip Claude Desktop, Cursor, and Windsurf with 27+ MCP tools, persistent memory, and SearXNG search, all protected by a built-in PII prompt firewall to protect your data from being exposed to AI agents.
Pi Arcweld, an auditable local workspace for Pi: pinned upstream source, curated extensions, bounded MCP tooling, and a reproducible external runtime (pi-arcweld)
CLI & MCP server for Tuning Engines — fine-tune LLMs on code repositories
An MCP (Model Context Protocol) server that provides interactive visualizations for AI agents. Display data in rich, interactive formats including tables with TanStack Table, image previews with metadata, master-detail views for browsing collections, tree views for hierarchical data, and customizable lists with drag-and-drop reordering.
MCP server for creating draw.io / diagrams.net XML files programmatically
A self-hostable, open-source, semantically-searchable Agent Skills registry delivered over MCP, with a three-tier progressive disclosure architecture.
About mcp-jira-integration is a tool designed to streamline the integration between MCP (Management Control Platform) and Jira.
Model Context Protocol server for Plutio — CRM, projects, invoices, proposals, forms, time tracking & scheduling for Claude and other MCP clients.
MCP server for validating legal citations against CourtListener's 9M+ opinion database — detects AI-hallucinated citations, name mismatches, and ambiguous reporters with an interactive citation panel.
The knowledge base AI coding agents share. Submit, search, and reuse battle-tested solutions across teams. Self-hosted, MCP-native, AGPL-3.0.
Your AI, on the canvas — connect Claude Code, Cursor, or any MCP client to Figma: read, edit, audit, build. The file itself carries your rules and rulings. Works on every Figma plan.
Claude Code plugin & MCP server for searching award flights, comparing loyalty programs, and finding the best points redemptions. Works with Claude Code, Claude Desktop, and any MCP client.
Convert .eml email exports to Markdown with YAML front matter
Model Context Protocol server for Scalekit - manage organizations, users, connections via AI assistants
MCP server for XAUUSD: live microstructure, OOS-validated strategy intelligence, macro context, and AI analyst aggregation. Cross-platform (Claude, ChatGPT, Cursor, Windsurf).
Stable Android device automation for AI agents. Uses Accessibility Service + MCP protocol — no ADB, no OCR, just native OS APIs over WiFi.
AI-powered development tools server for Claude Code and MCP clients. 40+ tools for Go, Node.js, testing, linting, Git workflows. Zero-config setup, intelligent caching, extensible plugins.
Give your AI agent a WhatsApp account — an MCP server with 87 tools for reading, sending, groups, status, scheduling & more. Works with Claude, Codex, Cursor, OpenCode & any MCP client.
Governed MCP access to Odoo data with Odoo permission preservation, built-in AI chat, and embedded or external Foggy engines.
Multi-channel content distribution MCP server with idempotent state. Auto-publish to DEV.to, Hashnode, GitHub Discussions, Reddit, Bluesky; browser-fallback for Medium, LinkedIn, X/Twitter.
Professional multi-AI development environment with intelligent cost optimization (<5/month)
Reduce Claude AI token consumption. Zero install to start. Python 3.7+ for auto-manifest generation.
Autonomous coding agent orchestration. Give it a goal, walk away, come back to finished work. Eval loops, multi-agent pipelines, DAG dependencies, crash-proof persistence.
MCP server registry and marketplace — discover, install, activate, and manage MCP tools on demand
A builder, not just a researcher. Agent skills that turn top-grossing app patterns into native-quality mobile screens.
GCF Python implementation. 100% LLM comprehension on every frontier model. 50-92% fewer tokens than JSON. 43B+ round-trips verified. Zero dependencies.
Fast, configurable Rust MCP filesystem server with explicit root isolation, bounded I/O, search, and optional terminal tools.
MCP server to publish to Dev.to, Ghost, Hashnode, WordPress, Medium, LinkedIn, X, Bluesky, Mastodon from Claude Code. SEO scoring, canonical-URL wiring, social-post generation, Unsplash covers, IndexNow.
Git-native memory for AI agents — markdown knowledge in .megg/ folders that travels with your repo. MCP server + CLI for Claude Code.
Substack MCP server for AI clients (Claude, Cursor, Codex, Windsurf) — draft, publish, schedule, analyze, and research Substack publications via the Model Context Protocol.
Bring Google NotebookLM into any MCP client (Claude, Cursor, Codex, Antigravity…) — grounded Q&A with citations, source management, and Studio content generation. Install via uvx or a one-click Claude Desktop extension.
Неофициальный MCP-сервер для Яндекс Трекера, сделанный под Claude. Установка в Claude Desktop одним кликом через .mcpb. Не связан с Anthropic или Яндексом.
Keyless-first MCP server — 150 tools for US federal + state/local (SLED) government contracting, spending, regulation & partner vetting. SAM.gov, USAspending, Grants.gov, OFAC, FDIC, EPA, CourtListener + 45 more. No API key. Honesty-hardened.
Docker image to run a self-hosted MCP (Model Context Protocol) gateway with Bearer token auth. Multi-server hub powered by MCPHub + Caddy. Streamable HTTP + SSE transport. Access filesystem, fetch, GitHub, Brave Search, Git, PostgreSQL, memory, and more from a single endpoint. Multi-arch: amd64, arm64.
Model Context Protocol (MCP) server for XERT API - access fitness signature, training load, workouts and activities
Symbiote bonds with your AI tools — giving them memory, context, and your coding DNA.
AI-first web scraping engine with stealth bypass, MCP server, and multimodal output (Markdown, JSON, PDF) for agents and automation.
Head-to-head benchmark comparing the official MCP to the MCP auto-created by Hintas.
Build agent-ready APIs without splitting your server model. Define tools once, expose them as both HTTP endpoints and MCP tools.
Self-hosted speech server in one Docker image. OpenAI-compatible /v1/audio/transcriptions and /v1/audio/speech across 12 ASR models (Whisper, Parakeet, Canary, Sherpa-ONNX, Vosk) and 3 TTS engines (Kokoro, Qwen3-TTS voice cloning, Chatterbox Turbo). Live WebSocket ASR, file staging, MCP built in. CPU + CUDA images.
Rust MCP and CLI server for media automation fleets: Sonarr, Radarr, Prowlarr, Tautulli, Overseerr, Bazarr, SABnzbd, qBittorrent, Plex, and Jellyfin.
A live terminal dashboard for a SereneDB server: storage, memory, sessions, per-thread CPU and a perf-backed profile, cheap enough to leave open.
High-performance Rust MCP server that indexes codebases via vector + graph databases for AI coding agents
Serial port MCP server for Claude Code, Codex, Opencode and AI agents. Reliable UART/USB-serial access for embedded development.
A lightweight, self-hosted kanban board built for human-agent collaboration. Single executable, embedded SQLite, real-time SSE, and a built-in MCP server so AI agents work the board alongside you.
MCP Server for Spinnaker — manage applications, pipelines, and deployments via the Model Context Protocol
Elevate MCP servers into authenticated HTTP endpoints. Self-hosted, in one container.
Roll your own chat with just a few lines of code. Open source alternative to ChatKit. Use any model / provider. Built upon AI Elements from Vercel, AI SDK. Supports MCP, MCP-UI, and the MCP Registry out of the box.
Transform GitHub Copilot into a sophisticated AI learning partner with meta-cognitive awareness, persistent memory, dual-mind processing, and cross-project knowledge sharing. VS Code extension.
Turn any URL into agent-callable MCP tools. One spec-compliant MCP server endpoint, no per-site build.
MCP server for VC Deal Flow Signal — startup engineering acceleration data for investors
AI trading brain for crypto perps — composite signals, funding rate arb scanning, and market regime detection via MCP
Federated protein structure & annotation across experimental (PDB) and predicted (AlphaFold) models via MCP. STDIO or Streamable HTTP.
MCP server for 3x-ui panel — manage inbounds, clients, routing and Xray via LLMs
Turn any JavaScript module into a sandboxed MCP (Model Context Protocol) server with automatic reflection and type inference.
Open-source, language-agnostic documentation tooling that bridges code and docs. Built for humans, LLM agents, and dev workflows.
AgentxSuite is an open-source platform to connect, manage, and monitor AI Agents and Tools across multiple MCP servers — in one unified interface.
Manage and troubleshoot Strimzi Kafka on Kubernetes using AI. MCP server with support for topics, users, KafkaConnect, MirrorMaker2, and Cruise Control rebalancing.
Agentic RAG Chatbot using Model Context Protocol (MCP) to answer queries from PDFs, Word, and PPT files.
MCP server for DeFi vault risk analytics. Search 700+ vaults, compare risk scores, analyze protocols. No API key needed.
MCP server for generating, rendering, and hosting Slidev presentations
MCP server for Yandex Direct — PPC campaigns, ads, keywords, stats (Russia). Part of WWmcp — 114 MCP servers for emerging markets.
Read-only MCP (Model Context Protocol) server for Laravel. Give Claude Code, Cursor, and AI coding agents safe live access to your database, logs, queue, cache, routes, and config. No Sanctum, no user table, no write access.
Use Google Antigravity CLI as a guarded Codex subagent through MCP
Free SEO Audit MCP server for Claude - captures and stores all the raw data you need for a complete technical SEO audit. Google Search Console + a first-party crawl + DataForSEO + Majestic SEO merged into one prioritised audit.
The verification layer for autonomous agents — an independent, capital-aware verdict before an irreversible action (/review), a cryptographically signed proof after, and a public on-chain track record, losses included. Free EdgeProof backtest validation. Underneath: memory, sandboxed execution, marketplace. Pay in sats, USDC (x402), or card.
A hands-on, step-by-step workshop for building a Travel Assistant agent on Microsoft Foundry hosted agents with the Agent Framework - growing from a single agent to a multi-agent planner with function tools, MCP, RAG, workflows, and memory. Keyless auth throughout.
Comprehensive security scanner for MCP (Model Context Protocol) servers. 12+ analyzers, 117 YARA rules, ML-powered threat detection, dual scoring system. Detects prompt injection, tool poisoning and more
Open-source Claude Skills + MCP for AI lead capture, lead research, sales follow-up & pipeline management — run Lynqu from Claude, ChatGPT & Cursor.
MCP Maker - MCP server generator. Connect Claude, Cursor, ChatGPT, Grok & DeepSeek to PostgreSQL, MySQL, MongoDB, Airtable, Notion + 13 data sources. Zero code.
The Agent Cafe — On-chain restaurant for AI agents on Base. Agents buy food, eat for gas credits, and keep transacting. First-of-its-kind agent infrastructure.
Figma MCP server — 46 tools for design system analysis, token extraction, accessibility auditing, and read/write ops via natural language. Works with Claude Desktop & Cowork.
MCP server that provides real-time validation feedback when AI assistants generate Silverstripe 6 PHP code. Catches common migration issues from Silverstripe 5 to 6 before they reach your codebase.
MCP server giving LLM agents lean, identifier-routed tools to look up, read, and cross-reference academic papers across 7 providers (OpenAlex, arXiv, bioRxiv, ACL Anthology, Crossref, OpenCitations, Wikipedia).
Persistent memory for Claude Code. Survives compaction and session boundaries: anti-patch reconcile-on-write with LLM-judged de-duplication, a forced PROGRESS.md handoff, a live PLAN.md anchor with an enforced directive ledger, FTS5 search, MCP tools and a GUI. Pure stdlib Python, zero runtime dependencies.
GCF Rust implementation. 100% LLM comprehension on every frontier model. 50-92% fewer tokens than JSON. 43B+ round-trips verified. Zero dependencies.
Persistent, structured memory for AI agents — a human-readable Markdown wiki, multi-user with per-fragment ACL, self-organizing overnight. Agent-agnostic via MCP. Self-hosted, AGPL.
Production-grade Claude Code setup: plugins, MCP servers, skills, and performance optimizations.
🤖 Automated PR reviews using Claude CLI with Bitbucket webhooks. Features sequential processing, MCP integration, Prometheus metrics, and secure webhook validation. Perfect for teams wanting AI-powered code reviews without API costs.
Production-ready Go MCP server template with complete MCP 2025-06-18 specification support. Use as a template for building your own MCP servers for Cursor IDE, Claude Desktop, and more.
MCP server for Mockzilla. Let Claude Code, Cursor, and Gemini CLI install Mockzilla, inspect OpenAPI specs, and spin up realistic local mock APIs in seconds. No account required for local use.
Reusable PapersFlow research skills for literature search, citation graph exploration, and DeepScan monitoring powered by papersflow-mcp.
W3C HTML/CSS Validator and Technical SEO Audit MCP Server. Part of the DigestSEO (https://digestseo.com) suite.
Your app generates its own verified UI transition graph — screens as nodes, guarded (event, effect) edges. Proof-gated verification, trust tiers, model-free MCP for AI agents.
TradingView MCP server: search indicators and strategies, fetch Pine Script source. Works with Claude Code, Claude Desktop and Cursor. No API key needed.
Agentic pipeline: GitHub releases → AI-powered PDF release notes → Discord. Built with MCP, FastAPI, Claude API, and ReportLab.
Go client library and CLI for the Garmin Connect API with MCP server for LLM integration
Give your AI agent its own Solana wallet — it trades for you, and nothing traces back to it. MCP server + Telegram bot, open source.
🌐✨ Fetch content from the web, cleaned up nicely for LLMs (using Defuddle)
MCP server for Claude Desktop: a shared, isolated browser agent behind a token-guarded local broker. Chrome/Edge/Vivaldi over CDP on a private pipe — no debugging TCP port, and a loopback port picked free per installation. Windows.
MCP server for rftools.io — 213 RF & electronics calculators + 13 simulation tools for AI agents
MCP agent for semantic metrics governance with built-in trust scoring, lineage visualization, and conversational metric definition. Designed for data teams working with dbt, LookML, and modern semantic layers.
MCP server that gives AI coding agents deep knowledge of any web component library — properties, events, slots, CSS parts, design tokens, accessibility, health scoring, and more. Works with Claude, Cursor, Windsurf, and any MCP-compatible tool.
Rust MCP server and CLI for Tailscale tailnet operations: devices, users, keys, policies, auth, and agent-friendly automation.
Self-hosted multi-agent collaboration and audit layer for AI-assisted engineering teams
MCP server for dynamically injecting agents and prompts with policy documentation.
AI-driven mobile app testing via MCP. Any AI coding agent can test any Android app - no test framework, no boilerplate, no testIDs
Ollama MCP Server, let's you chat with your local LLM running on your local OLLAMA server.
A fully local, zero-config Mem0 memory server for MCP clients on macOS — no LLM, no API key, no cloud. The client is the brain; on-device embeddings + Chroma, auto-managed launchd lifecycle.
Let multiple AI agents talk, schedule tasks, share memory and self-evolve — zero external services, 5-minute Docker deploy.
MCP server giving Claude Code, Cursor & Codex permanent AST code memory. 98.9% token reduction. 100% local.
Read-only MCP server for JPA/Hibernate schema introspection in Spring Boot
Live data gateway for AI — 4,600+ tools across 1,100+ verified sources, one MCP connection, with citations.
Coupler.io MCP server for querying marketing, sales, finance, ecommerce, and product data from 400+ sources with AI assistants.
Convert AI coding CLI sessions between Codex, Claude Code, Pi, OpenCode, Devin, and Factory. SDK, CLI, MCP chat recall, and trace export for fine-tuning.
Docker-MCP-Server - An MCP server covering the full management surface of Docker. Manage, maintain and audit multiple docker environments with ease.
Let AI coding agents coordinate in real time — MCP server with messaging, channels, shared state & dashboard
An open-source DevUtils MCP Server — a comprehensive developer utilities toolkit for the Docker MCP Catalog. It provides 36 tools across 8 categories that AI assistants can invoke directly.
A cross-platform desktop app for managing MCP server configs across Claude Code, Codex, Cursor, VS Code, OpenCode, Gemini CLI, and more.
MCP server for IT Glue — semantic search, documents, and flexible assets for MSPs
MCP server for instant static site deploys from AI agents — free, no account needed
Deterministic mobile UI checks for AI coding agents. One Zig binary drives real iOS/Android devices, returns a typed pass/fail, and writes a replayable trace you can gate a merge on. No LLM inside.
MCP server for Zoekt code search - enables AI assistants (GitHub Copilot, Claude) to search across indexed repositories
Local MCP broker that exposes one compact MCP entry for MCP clients while routing to many configured upstream servers.
Offline MCP server for AI coding agents with semantic code search, symbol intelligence, dependency graphs, and safe file operations.
7-tool terminal MCP server in Go - persistent shell sessions AI agents can type into and read back, full-screen programs included. Single binary, universal installer, detects 13 AI clients. macOS, Linux, Windows.
Google Maps MCP Server: Connect AI Agents to Places, Directions, Geocoding & Roads APIs. Deployed on Kubernetes.
Modular MCP server for programmatic prompt engineering. Provides intelligent prompt assembly for PRD generation, codebase analysis, and bug analysis with support for 31 technology stacks.
Self-hosted MCP server for hybrid semantic code search and repository intelligence.
High-performance MCP server for USPTO Final Petition Decisions API with context reduction and cross-MCP integration
Jenkins MCP server in Go — expose Jenkins jobs, builds, and console logs to LLMs.
MCP server for x402 Service Discovery — continuously growing catalog of services, real-time quality signals, facilitator-compat checks. For Claude, Cursor, Windsurf.
An AI agent framework for Zotero, enabling intelligent literature search, organization, annotation, and automated research workflows through MCP and JavaScript automation.
Belay is an open-source, local-first security layer for AI coding agents (Claude Code, Codex, Cursor, OpenClaw, Hermes Agent and MCP) that blocks dangerous commands, secret leaks, and prompt injection at the tool-call boundary in under 100ms — no LLM in the decision path by default, no cloud, no phone-home.
The most comprehensive MCP server for Unreal Engine — 127 tools across 16 subsystems, 4 transport layers, no mandatory C++ plugin. Works with UE 5.3+ via built-in Python and Remote Control plugins. Compatible with Claude Code, Claude Desktop, and any MCP client
MCP server wrapping the MetaTrader 5 Python library, read market data, watch your trades, and place trades from your AI agent, with a consent/audit policy layer.
Cut API bills 40–70% and stop rogue agent behaviour with a single static binary that sits between any agent and its MCP server — enforcing tool-level security, deduplicating and semantically caching calls, and exposing Datadog‑style observability.
Repo-native content governance for AI agents. Extract, review, and deliver UI text, docs, and structured content from Git.
Unofficial Notion MCP server via the private API (token_v2) — full read/write, no integration token.
Runtime artifact existence & freshness verification for AI agent completion claims — a lightweight, zero-LLM MCP gate that source-binds 'done' claims to real files. MIT.
Generate a local MVP, then catch hollow tests before review. Free, receipt-backed proof for AI-assisted code.
Stateless unified multi-provider AI runtime with OpenAI & Anthropic-compatible APIs, Vercel UI streaming, managed agents and Skills across 130k+ models.
Agent Skills - 44 skills for AI agents (Sisyphus, opencode): frontend-perfection (Lighthouse audit), secret-scanner, security-review, version-bumper, commit-lint, coverage-analyzer, api-contract-testing, seo-toolkit, sql-helper, docs-system, code-review, github-repo-hygiene. skill.json manifests, CI, Conventional Commits.
MCP server giving Claude live access to flights, hotels, vacation rentals, Airbnb, activities, events, weather, and currency — plus persistent flight-price watches and per-property detail drill-downs. 11 tools, server-level rendering instructions, plain-English prompts.
Standalone Go daemon bridging Homematic / HomeMatic IP CCUs to MQTT (with Home Assistant Discovery), a REST + WebSocket API, an MCP server, a Svelte config UI, and a native Matter bridge — multi-CCU, single static binary.
MCP server + s&box editor bridge that lets AI agents inspect, edit, test, and recover live s&box scenes.
Remoet agent skills (agentskills.io). One SKILL.md served to Hermes, OpenClaw, and any MCP-capable harness.
DXT-packaged MCP server for the CDISC Library (discovery, Biomedical Concepts, SDTM Dataset Specializations)
Workspace orchestrator for the five Agentra sisters — memory, vision, codebase, identity, time. Unified status, install, and artifact sync.
AI-powered synthesis lab — Compose songs, generate Pure Data & VCV Rack patches, map MIDI controllers, and control live synths through Claude
A universal multi-bridge MCP hub connect any LLM to n8n, Blender, Notion and more through a single pedagogical gateway
Elenchus MCP Server - Adversarial verification system for code review
A Model Context Protocol (MCP) server for Tuleap. Enables AI assistants (Claude, OpenCode, Cursor, Gemini) to read Agile projects, query artifacts, fetch Epics and User Stories, and search Git repositories natively.
your calendar, but yapping. Apple Calendar MCP server for Claude Desktop & Claude Code — 28 voices (Mom, Future-you, Garry Tan, LeBron James, Hilary Hahn, Alan Turing, Confucius, ...) yap on every event using your past calendar memory + web research. macOS-only, local-only, fully reversible.
MCP server for indie founders: draft, approve, and publish posts to X (Twitter) from Claude, Cursor, Codex, or any MCP client. One local connection for your founder stack.
Find MCP - stdio MCP client for the agentage MCP directory (catalog.agentage.io/mcp) - npx -y @agentage/find-mcp
Open-source Figma MCP server with REST reads, a companion canvas-write plugin, design tokens, multi-framework codegen, a desktop app, and no Dev Mode seat or telemetry.
MCP server that bridges AI assistants with EasyPanel. Control your infrastructure through natural language – deploy services, manage deployments, networks, and projects via Claude Desktop, n8n, or custom AI agents.
Hosted MCP + CLI + web terminal for Cursor/Claude/Codex. get_project_context, find_code, check_package, Test Pulse. Complements Context7. Free 555/mo. https://zephex.dev/mcp
MCP server giving AI assistants context-efficient access to Microsoft FluentUI v9 docs — smart search, props references, examples & implementation guides across 12 specialized tools.
BridgeAPI — MCP connectors ecosystem for Brazilian platforms. Connect any AI Agent to WhatsApp, Hotmart, Mercado Livre, Shopify, Pix, NFe, and more via Model Context Protocol.
Detect configuration drift across environments before it causes incidents
Cryptographic trust infrastructure for MCP servers — signed manifests, TOFU pinning, two-gate enforcement, and the "npm audit" scanner.
Accountless group expense splitter — share a link, everyone adds what they paid, settle up with Swish, Lightning or onchain USDC. Also an MCP server: your AI assistant can run a whole split, no account or API key. Next.js + Supabase, MIT. Farcaster Mini App.
A local-first permission firewall and approval layer for AI agent tool calls.
Secure infrastructure for AI agents operating Linux hosts — persistent terminal sessions powered by rmux, full-chain audit logging, MCP-native interface for all major AI clients, with file transfer and multi-host orchestration.
MCP servers that help Claude Code/Cursor search your repo, docs, database, and git history instead of guessing.
Self-hosted and self-healing discovery, media requests, and *arr stack management through a Go server and Flutter app with TMDB and Trakt discovery, an AI assistant, and an OAuth-secured MCP server featuring 38 tools that let any MCP client discover, request, and manage your media.
MCP server for UiPath - Robotic Process Automation (RPA) platform
MCP server that gives AI agents a local security scanner before they install or trust third-party tools.
내 문서(PDF·TXT·MD 등)를 AI가 읽고 검색하게 만들고 3D 지식 성운으로 시각화하는 Windows 원클릭 키트. MCP로 Claude·Cursor 등 AI 도구에 연결. 한/영 왕초보 가이드 포함.
Official MCP server for Wiro AI — access all AI models on Wiro from Cursor, Claude, Windsurf, and any MCP-compatible assistant
MCP server providing persistent, agent-authenticated SSH sessions for AI coding agents — resolves ~/.ssh/config hosts and exposes a virtual terminal over the Model Context Protocol
CLI and MCP server for Voog CMS — manage Liquid templates, pages, products, redirects, and ecommerce settings from your terminal or any MCP client (Claude, etc.)
Talk to your cloud — an open-source AI agent that reads your code, operates AWS & GCP, and opens PRs. Self-hostable.
MCP-сайдкар с обязательным ревью для Markdown-баз и входящих материалов
Nexus-MCP solves Tool Space Interference in LLMs. It uses a single gateway to aggregate multiple MCP servers and employs a deterministic 4-phase workflow (Discovery, Mapping, Schema Verification, Bridged Execution) to prevent context saturation and tool hallucinations, maintaining reasoning accuracy with massive tool ecosystems.
MCP server for Jungle Grid lets agents submit, monitor, and retrieve logs from AI workloads.
Search your shell history (zsh/bash/fish) from Claude/MCP. Local SQLite FTS5. Secret-redacted.
Zero-dependency Model Context Protocol (MCP) client for Go — library + CLI, over stdio or HTTP. Paired client for mcpkit.
Headless multi-provider LLM agent runtime. Single Go binary, 16+ providers, 59+ extension hooks, zero opinions.
The agent-native Supabase killer: SQLite speed today, distributed cloud next, without the PostgreSQL tax.
Inspect, automate & monitor WebMCP tools via navigator.modelContext. Chrome extension for MCP protocol.
MATLAB/Simulink/Simscape MCP compression proxy — 14 domain-specific rules, 48-85% token reduction on simulation output
Diagnose your AI agents in production. Extract policies from prompts, evaluate traces, generate diagnostic reports.
Gives LLMs precise answers from pre-researched code across repositories and languages - instead of re-scanning files and rebuilding context every session
Compression Runtime for Universal eXecution — a 60–95% token reducer for AI coding agents (Claude Code, Cursor, Cline, …). Single Rust binary, SQLite, 11 layers, local-first.
Updated description by github_update_repository test
A self-hosted, containerized platform for AI agents, exposed as Capability Packs — schema-validated, one-shot JSON tools — and native MCP. The defining metric is ≥90% pack success on 7B–30B-class open-weight models, something no frontier-targeting competitor is optimizing for.
MCP server that fetches YouTube video transcripts and optionally summarizes them.
Control Blender with AI via the Model Context Protocol — 69 tools, BVH assembly analysis, thread-safe bpy execution, 499 tests
Drop-in MCP proxy for debugging AI agents. Real-time timeline, replay, diff. Local-first, no telemetry, one binary.
Vendor-neutral graph orchestration for reliable agentic systems: one portable Graph IR, native TypeScript/Python runtimes, deterministic barriers/routers, and cross-language conformance.
An AI debugging tool for MCUs and embedded firmware that connects to real hardware through MCP, with support for ST-Link, J-Link, pyOCD, Keil, RTOS, GDB Server, and Flash debugging.
A lightning-fast, secure MCP Server and CLI tool for supercharging LLM agents and terminals against Obsidian vaults.
Uncensored AI coding agent for your terminal — Claude Code alternative with MCP support. Drives IDA Pro, Roblox Studio, Wireshark, Blender, and any MCP server.
Public distribution surface for jarvis — local-first code intelligence MCP server (SCIP navigation + Zoekt search). Installer, Claude Code / Codex / Cursor plugins, and prebuilt binaries.
🤖 Develop enterprise AI agents with integrated tools for chat, video, image editing, and secure multi-tenant workflows.
One MCP server for Anna's Archive, Library Genesis, Sci-Hub & Z-Library — search books/papers, resolve download links, fetch files. No keys, no login.
Agent skills for building, wiring, testing, and packaging Microsoft Copilot Studio agents from the CLI with pac copilot, the Dataverse Web API, and the Power Apps REST API.
MCP server for Steam Web API - access your game library, achievements, playtime stats, and more
A QuickBooks MCP server built for real books. Exposes QuickBooks Online as callable tools over the Model Context Protocol, with every create, update and delete gated behind human approval and a plain-English summary, and all QuickBooks text treated as untrusted input rather than instructions.
Your coding agent has amnesia and tunnel vision. kyma is the context engine that fixes both — long-term memory plus a live, queryable view of your running system (code, logs, traces), linked by a graph.
Cut the tokens your IDE-to-LLM coding session is billed for. Stops re-sending files the model already has, places provider cache breakpoints where they cover the request, and compresses what needs sending — measured against real tokenizers, not character counts. CLI, VS Code, MCP server, proxy.
Local, explainable context compiler for AI coding agents. Analyze → plan → emit optimal context — with why/doctor diagnostics. No embeddings, no server.
ZATCA e-invoicing MCP server for Saudi Arabia — let AI agents generate compliant invoices
CLI tool to visualize and manage MCP server configurations in Claude Code. List servers, analyze usage statistics, and clean up unused servers
A Model Context Protocol server that gives AI assistants direct access to Wind Financial Terminal (万得) data.
MCP server exposing Moodle Web Services to Claude, Cursor, and other AI assistants
The most complete Dify MCP server + CLI - 138 tools that let any AI agent build, test & ship Dify workflows autonomously. Works with Claude Code, Codex, Gemini, Cursor.
MCP server for real-time web search via Grok — structured results with sources, confidence scores, and multi-language support
Cross-platform visualization MCP for Cortex — host-neutral live activity from Codex, Gemini CLI, Claude Code, and other MCP clients; memory galaxy, execution trace, knowledge graph, consolidation board, and wiki. Read-only, browser-based, with a no-database trace mode.
Contract-first orchestration for long-running coding agents: scoped work records, local dispatch, review evidence, and enforcement provenance.
MCP server exposing Google Earth Engine as a set of MCP tools. These include: dataset discovery, metadata extraction, analysis primitives, and AI-assisted GEE Python code generation.
Standalone Agent Client Protocol (ACP) server for DeepSeek Harness with real-time streaming, reasoning trace, MCP tools, and session recovery.
Stay sharp while your AI does the work — local MCP coach that teaches one concept per task.
Personal-use MCP server that gives Microsoft 365 Copilot real hands on your own laptop: files, Python, Office, SQL, Web. 100+ tools, autonomous relay, easily extensible, no extra licences.
Build self-evolving AI agent harnesses with portable harness units, artifact-aware testing, trace-backed diagnosis, and evidence-gated promotion.
MCP server that gives AI tools full WordPress management via WP-CLI — 30+ tools for themes, plugins, posts, menus, users, database, and scaffolding
A debug bridge embedded inside your web app, exposing runtime internals to AI agents via MCP.
Local AI automation workbench for Siemens PLC and industrial-robot R&D: MCP, TIA Portal V21, PLCSIM, guarded writes, and offline-first verification.
PostgreSQL-native deployment tool where deploy.sql controls transactions, execution order, tests, and error handling.
MCP server for Dokploy. Two tools up front, 524 generated procedures underneath. Real deploys, less schema tax.
MCP server for searching and analyzing Claude Code conversation history
High-performance MCP server for USPTO Patent File Wrapper API with secure document downloads, metadata access, and context reduction
MCP server for Tabler.io — 5,000+ icons, UI components, layouts, themes & docs for Claude, Cursor and any MCP-compatible AI assistant. By Mafady AI Studio.
Kortx: MCP server for AI-powered consultation. GPT-5 strategic planning, Perplexity real-time search, GPT Image visual creation, with intelligent context gathering
Rust-native universal retrieval layer for humans and AI agents — search, extract, rank, and synthesize the web. CLI + REST API + MCP server, with adaptive extraction (CEP), token-budgeted packing, multi-signal ranking, and cited research.
UI preview canvas for developers. See AI-generated designs instantly with built-in component library. No Figma needed.
Open-source Go agent runtime for autonomous AI systems and multi-agent automation. MCP, RAG, 15+ LLM providers and 60+ built-in tools in a single binary.
Audit all locally configured MCP servers for permission risks, prompt injection threats, and schema drift
Structured agent-to-agent and agent-to-human communication — channels, pub/sub, message routing, and presence. One .acomm file. Rust core + MCP server.
Instantly generate a beautiful, interactive testing dashboard for your MCP servers. Plug and play in one line of code.
Auto-generate Model Context Protocol servers from ABP Framework apps. In-process, permission-aware, multi-tenant.
The Model Context Protocol is an open standard that enables developers to build secure, two-way connections between their data sources and AI-powered tools. The architecture is straightforward: developers can either expose their data through MCP servers or build AI applications (MCP clients) that connect to these servers.
MCP server to empower your agent with enterprise-grade Gemini integration for codebase analysis, live search, text/PDF/image processing, and more on your favorite MCP clients.
MCP Server for GitHub/GitLab code review - enables AI assistants to review pull requests and merge requests
AI-powered Jira CLI and MCP server for humans and agents manage issues, sprints, boards with interactive wizards, multi-provider AI (OpenAI/Gemini/Anthropic), and an 14-tool MCP server for AI assistants
Let AI operate the Unity Editor — 243 MCP tools for scene building, visual QA, Play Mode, and more.
MCP server for Tracecat SOAR platform — 44 tools for workflows, actions, cases, executions, secrets, tables, schedules & more
MCP server for Runframe incident management. Manage incidents, on-call, services, postmortems, and teams from your IDE or agent.
Free local Google Search MCP server — Playwright-driven, persistent Chrome profile, headless-by-default with CAPTCHA reveal
Desktop app to discover, install, and manage MCP servers across Claude Desktop, Cursor, Windsurf, and any AI client. One-click setup for 3,400+ Model Context Protocol servers. Built with Tauri + Vue.
EnigmAgent — 6-layer encrypted vault for AI agents (AES-256 + ChaCha20 + Blowfish + Fernet + 3DES + RSA). P2P sync via Gun.js. Zero cloud. Part of P2PCLAW.
MCP that brings persistent agent memory to Kiro, Claude Desktop, Cursor, and any MCP client — powered by agent-memory-daemon 🧠
AI-native Taskwarrior bridge MCP server for Claude - Natural language task management with project context awareness
GCF Go implementation. 100% LLM comprehension on every frontier model. 50-92% fewer tokens than JSON. 43B+ round-trips verified. Zero dependencies.
A token-efficient, provider-agnostic vision layer for reasoning models via MCP.
Spanish dialect localization MCP server and CLI. Translate across 25 regional variants with register control, structure preservation, and QA gates.
The design intelligence runtime for AI agents. 49 rules. Zero LLM. MCP-native. Give your agent eyes.
Deploy an MCP server with MCP Apps (interactive HTML widgets) on Amazon Bedrock AgentCore Runtime, connected to AI hosts like ChatGPT and Claude — demonstrated with a Unicorn Rentals sample.
Conservative Dual-Verify — judging AI agent work with a deterministic floor + LLM critic (stricter score wins) and Bayesian stopping. Research preview, frozen at v1.0.1; active development continues privately. MIT.
A Model Context Protocol (MCP) server implementation for Cisco NSO that enables AI-powered network automation through natural language interactions.
Enterprise-grade Model Context Protocol (MCP) server for comprehensive VMware vCenter Server management. Professional solution for centralized virtualization infrastructure control and advanced automation.
MCP server for querying SDTM annotations from annotated CRF PDFs
The browser layer for any AI agent - drives your real logged-in Chrome, learns workflows by watching you once, replays them with zero LLM tokens. MCP + HTTP + REST.
🔓 Unlock the "Ask AI" capability from ANY Inkeep-powered documentation site (Langfuse, Render, etc.) for your local AI Agent. Zero config, auto-discovery. | 为你的命令行或AI工具解锁任意接入Inkeep 网站的 AI 问答能力。
48 web design references, practical UX and visual design guides, UI vocabulary, interactive tools, and AI-ready frontend prompts.
Portable, self-contained snapshot of a complete Claude Code setup — 36 specialist agents, 148 skills, plugins, MCP servers & host tooling. Clone, claude login, run one script, restore the whole orchestration stack in ~20 min.
Universal MCP server: connect any OpenAPI/Swagger, GraphQL, gRPC or SOAP API to AI agents. Security-first, local, token-efficient. Any API. One server.
AI Agent Skill for NSAuditor AI — gives any AI coding agent built-in knowledge of NSAuditor's MCP tools, schemas, plugins, and security audit workflows. Works with Claude Code, Cursor, Windsurf, and any MCP-aware agent.
A standalone agent harness in Rust: a provider-agnostic loop, MCP tools, a path jail and prompt-injection interlock, sandboxed shell, scheduled triggers, and an eval rig that grades the trace.
59-tool Discord MCP server on Cloudflare Workers — full admin control for AI agents
Your AI on rails, on your terms — an open-source Claude Code plugin that enforces every process as it happens, so your AI can't fake the work. Free, on the subscriptions you already pay for.
BILAHUJAN — AI-powered flood detection | V Hack 2026 @ USM
MCP server for querying FEC campaign finance data - search candidates, track donations, analyze spending, and monitor Super PAC activity
PineScript v6 MCP Server - 6 tools for docs lookup, code validation, and code generation. 1751 entries, 100% local.
Full CBCT + 2D radiograph viewer from a board-certified oral and maxillofacial radiologist: 8 reading modes, local-first, open source. Also the first viewer AI agents can drive natively (MCP).
Near-lock-free structured logging for Rust. 10-crate workspace: MCP server (Claude/Cursor/mcp.run), OTLP HTTP+gRPC exporter, Tower middleware, WASM + WASI 0.2 component, eBPF-style enrichers, PII redaction, log analytics, test utilities, and a jq-style CLI. Sub-µs ingest via a 65k-slot ring buffer (LMAX Disruptor).
🎬 MCP Server + Agent Skill + CLI — Transcribe any video URL to text. Plug into Claude Desktop / Cursor / Windsurf / Codex. Supports Bilibili, YouTube, TikTok, 1000+ sites × 5 ASR providers.
GCF TypeScript implementation. 100% LLM comprehension on every frontier model. 50-92% fewer tokens than JSON. 43B+ round-trips verified. Zero dependencies.
AI-powered QA Architect agent — generates ISTQB/OWASP/IEEE/ISO-grounded Test Strategies, Risk Registers, Effort Estimates & Test Plans via RAG. Cloud-hosted (Mistral API + Pinecone).
A team-wide prompting coach. Scores every prompt sent through Claude Code, Claude.ai, VS Code or Copilot Chat on 5 dimensions in real time, coaches the weak ones, and feeds the strong ones into a team wiki that gets injected back into the next person's context.
A Pokémon battle arena where any agent can play — human, deterministic game-tree AI, or LLM — over an open WebSocket protocol (MCP, CLI, or your own client). One leaderboard, ranked by who plays best.
Official website for .faf — faf.one. SvelteKit, auto-deploys on push
MCP server for Fonto XML documentation — search and fetch API docs directly in Cursor, Claude, and Claude Code
Zephex hosted MCP (Zed extension) — 10 tools for real codebases + optional CLI. Project context, find_code, check_package, Test Pulse. https://zephex.dev/mcp
Turn any repo into a Code Knowledge Graph your coding agent can reason over — symbols, API routes, ORM models, architecture decisions & git history as a typed, provenance-tracked graph, served over MCP. Built on AgentForge.
MCP server exposing the Trendchaser AI/Dev trend feed (taewoopark.com/trendchaser) to LLM agents — read-only list / get / search / resolve tools.
Open-source MCP server for Teamleader Focus CRM. Use Teamleader inside Claude and other AI assistants: contacts, deals, quotations, invoices, projects and more.
AI-powered development platform — 41 agents, 22 MCP servers, 36 skills across 7 stacks. Describe a feature, get production-ready code. Works with 12 platforms.
Universal MCP skill dispatcher for AI coding agents. Load Claude Code, OpenCode, Cursor, Gemini, command, and GitHub-hosted skills on demand.
No-code, local-first studio for building and running production ready AI agents. Inference runs on your machine — llama.cpp, MLX, or vLLM — or any OpenAI-compatible API you register
Production-ready, zero-knowledge AI DevOps deployment, infrastructure provisioning, self-healing execution engine, and runbook generator for VPS servers via Model Context Protocol (MCP).
YouTube transcript ripper for RAG, LLM workflows, and AI research. Chrome extension. Multiple output formats
Standalone OpenAlex MCP server for scholarly search, citation workflows, and guarded full-text downloads
Semantic chess intelligence MCP for Claude — position analysis, game review, player scouting with narrative context
AI Investment Academy — professional and junior courses for building MCP servers with Claude Code
An embedded Model Context Protocol (MCP) server implementation on FreeRTOS/lwIP
Quiet MCP executor for Claude Code and Codex. Offload edits, tests, refactors, and commits to cheaper local or flat-rate models.
MCP server for Google Slides integration with service account authentication
macOS menu bar SSHFS mount manager with an MCP server — 30+ tools so AI agents can mount, heal, wake and operate your remote machines
🛡️ Ultra-fast local security firewall, secret sanitizer, and context token compressor for Claude Code, Cursor, and MCP AI agents.
MCP server for the SmartMoving External API, enabling AI agents to safely query and operate moving-company CRM data.
Backend project scaffolding CLI — generate production-ready Node.js/Express/Prisma backends in seconds. Plugins, presets, auth, RBAC, audit logs, and more.
Drop-in MCP server for the Django admin. Mount in two lines and any MCP agent — Claude, Cursor, custom — drives your existing ModelAdmin through your existing session auth, permissions, and forms. No tokens, no parallel systems, no new code. Pip install, include the URL, you're done.
Canonical unified MCP server in golang for Hugo sites — oauth register and self registered token
Build and publish websites through AI conversation. 27+ MCP tools, OAuth 2.1 auto-discovery. Works with Claude, ChatGPT, Mistral/Le Chat, Cursor and more.
Stateless MCP server for Redmine. Each user brings their own API key; no database, no shared secret.
Mark Siazon — product designer & full-stack developer. A GitHub profile built for humans and machines: JSON-LD structured data, LLM-readable context files, an MCP server, and automated stats & freshness pipelines.
MCP server in Go to search, download and read books, papers, comics and more from Library Genesis — plus keyless open-access discovery (arXiv, Crossref, OpenLibrary, Gutenberg, dblp, PubMed, ERIC) and article downloads via Unpaywall, Europe PMC, bioRxiv, CORE and OAPEN. Four focused tools, one static binary, no account required.
Framework-agnostic evaluation harness for Go — test your MCP servers and AI agents with scored, CI-ready checks.
From company name to investment decision. Sieve scores startups across 7 dimensions so you know who's worth a meeting.
Config-driven MCP proxy that adds session-safe file uploads, artifact handling, and robust state and health controls for upstream MCP servers. Also provides code-mode for servers that don't yet support it.
Persistent memory for AI agents — local, portable, zero config. Works with Cursor, Windsurf, Claude via MCP.
Turn Claude into your AI task manager. Create, manage & complete TickTick tasks just by talking — official OAuth API, local, private.
Enterprise orchestration engine for Agentic AI. Instantly deploy highly-scalable, headless visual sandboxes for full computer automation.
Production middleware for MCP servers. Auth, sessions, health checks, graceful shutdown, transport ergonomics. Wraps the official Model Context Protocol SDK.
Contract-first backend framework for Bun and Node — one defineContract() into an HTTP API, MCP tools, AI-agent tools and a typed client.
Direct AI manipulation of CapCut project files via Model Context Protocol. A local tool for AI agents built with Elixir and OTP.
Intelligent skill resolver for Claude Code — discover, compose, and evolve your AI toolkit
Secure, session-aware MCP server for ChromiumFish browser automation
Render agent-written Markdown as a live local page, and send the human's click back to the agent as typed data. Human-in-the-loop approval gates for coding agents.
MCP server for the MITRE ATT&CK knowledge base: map alerts to techniques, profile threat groups, analyze detection coverage, and enrich SOC workflows from an AI client.
The quality gate for the MCP ecosystem. Spec compliance, security scanning, and performance benchmarks for MCP servers.
Shared long-term memory for AI coding agents — one local store for Claude Code, Codex CLI, opencode and anything that speaks MCP. SQLite + FTS5, no vector DB, $1-3/month.
Read-only MCP server for deep Jira Data Center introspection — 76 tools
The agent-first social media planner: an AI agent drafts and schedules posts across Instagram, Facebook, LinkedIn, YouTube, X, Telegram, Discord, Mastodon, Nostr, WordPress, Ghost, and more, behind a human approval gate you control. Free, open source (MIT), local-first, MCP-native.
A TypeScript implementation of the Microsoft Agent Framework programming model, with semantic parity to the official .NET, Python, and Go implementations. Independent community project.
Open-source browser AI chat runtime with BYOK/OAuth, direct provider APIs, stateless gateway support, full MCP, Skills and Agents.
AI-powered log file viewer and analyzer — handles 14M+ lines with virtual scrolling, MCP agent integration, live serial/logcat/SSH/Datadog connections, pattern correlation, diff view, and built-in terminal
Lightweight self-hosted MCP server over a folder of markdown files. One Go binary, embedded React SPA, no DB.
DingTalk Wiki / Docs read-write MCP server that fills the gap left by DingTalk official MCP.
Open-source marketplace for Claude Code plugins. Publish in 2 HTTP requests, earn 80% in USDC. Install: /plugin marketplace add techgangboss/agentstore
Zotero MCP Lite: Fast, Customizable & Light Zotero MCP server for AI research assistants
An extension for running BitNet in VSCode via Model Context Provider endpoints.
MCP server for Tableau - Data visualization and analytics platform
Neurosymbolic Forge — an MCP server that turns concepts into verifiable, traceable formulas via deterministic symbolic derivation with provenance. 89 tools, 10-gate verification harness.
Full AI debugging and maintenance access to your Home Assistant via MCP
MCP server for AWS S3 — list buckets, browse objects, upload/download, presigned URLs
Real-time options intelligence for AI agents — 20 MCP tools for 0DTE SPX analysis
Enterprise-grade TypeScript template for Model Context Protocol MCP servers with esbuild, zod, vitest, and pino.
Zero-dependency Model Context Protocol (MCP) server in pure Go — stdio + HTTP transports, built-in tools (RAG, fetch, filesystem, shell, KV), SSRF guard, sandboxed filesystem, allowlisted shell. Paired with mcpc.
MCP server for accessing 779+ API documentation sets from DevDocs.io. Search and browse Python, JavaScript, React, Django, PostgreSQL and hundreds more through Claude Desktop.
MCP server for Steam: keyless store/catalog data (deals, tags, SteamOS/Deck/Frame compat) plus player profiles, libraries and achievements via the Steam Web API.
Local filesystem MCP server with 44 tools: safe delete, process management, interactive sessions, async search, OCR, ZIP, Markdown/PDF export, and cloud-lock-safe operations.
Fleet-level MCP server for Coolify — multiple instances and teams from one connection, full REST API coverage.
MkDocs plugin for AI-ready documentation — Use with AI dropdown, llms.txt, MCP server, i18n support
MCP server for editing Power BI Report Builder paginated reports (`.rdl`) through Claude or any MCP client. 130+ tools across charts, datasets, layout, parameters, validation. Byte-identical RDL round-trip; PBIDATASET-aware.
DICOM/HL7 healthcare interoperability MCP server for Claude
Trustless Agent protocol on Base. ERC-8004 identity, x402 micropayments, MCP-native, AgentKit + CDP wallets, EIP-7702, ERC-4337, ERC-4626 vault, EAS attestations, zkML-verifiable inference. Open-source MIT, real yield, fee switch live.
Desktop application for managing Model Context Protocol servers (MCP). Provides a centralized interface to configure and manage MCP servers for use with LLMs and AI assistants such as Claude.
Searchable MCP and AITool gateway for .NET, built on Microsoft.Extensions.AI with embedding-based tool discovery, lexical fallback, and unified execution
MCP server for AI-powered travel search — flights, hotels, weather as MCP tools with MongoDB-backed per-tool TTL caching tuned to each upstream API. Architecture: tanayshah.dev/projects/travel-mcp-server
Mirror of codeberg.org/dpesch/mantisbt-mcp-server — issues and PRs not monitored
Archivist MCP is a local-first memory server for coding agents. It persists decisions, incidents, rules, entities, and graph relationships in SQLite, then exposes them over MCP (stdio/HTTP), SSE team mode, and WebUI. Built for cross-session context continuity, conflict-safe updates, searchable recall, and auditable change history.
SkillSync MCP — security-gated skill management for Claude Code, OpenClaw, Cursor & Windsurf. 60+ threat pattern scanner.
Local-first backtesting engine with built-in overfitting detection. Asset-class agnostic. MCP-native.
An experimental Application Object Model for helping LLM agents understand, reason about, and operate real apps.
MCP server for Chinese A-share financial statements. 把 A 股财报变成 LLM 可调的工具。
MCP server wrapping openEMS 3D FDTD for AI-assisted antenna and RF-structure design — patches, dipoles, horns, helices, microstrip, coupled lines, via transitions.
Agency-grade Discord MCP server — multi-guild project routing, AI-native notifications, and DevOps workflows for Claude Code and other AI agents
PolicyNIM is a policy-aware engineering preflight layer for AI coding agents.
An MCP (Model Context Protocol) wrapper for running local LLMs using llama-cpp-python
The AI memory layer with 17 intelligence tools — catches contradictions, predicts burnout, tracks relationships. Model-agnostic, self-hosted
Capsule CRM tools for Claude. Local install via npx, org-wide via Custom Connectors.
现代化 DeepSeek Harness (DSH) 全栈增强工作台 · 多源 MCP 可视化调试中枢 · 视觉思考引擎 · 灵动极客伴侣
Zero-dependency TypeScript framework for production AI agents: durable execution, long-term memory, hybrid RAG, MCP tool calling, human-in-the-loop approval, planning and CodeAct sandboxes. One streaming API for Claude, GPT, Gemini, Grok, Mistral and DeepSeek — Node, Bun, Deno, serverless and edge.
Make every AI chart write a reviewable proposal. Draft protocol for agent-initiated FHIR writes (Proposal → Decision → Commit → Audit) with web + MCP implementations and a conformance suite. Runs over Medplum, HAPI, Firely, Aidbox, or Oystehr.
MCP server for Steam & Steamworks APIs - 25 tools (18 read + 7 write) for store data, player stats, reviews, pricing, achievements, workshop, leaderboards, inventory, and lobbies.
Project-local MCP memory server for AI coding agents. Knowledge graph stored in .mcp/ inside each repo — isolated per project, Git-friendly JSON, dual-buffer (durable graph + active context).
A collection of Model Context Protocol (MCP) servers for chemical engineering and chemistry applications, built on top of the powerful MoziChem framework.
Security-first MCP server for Odoo 17/18/19 — YAML-driven security, zero Odoo-side code, 27 tools + 5 resources + 7 prompts
MCP server for Amazon Advertising. Infrastructure for LLMs and AI agents.
Agent Run Config — an open specification for declaring, packaging, securing, and sharing portable, governed AI agents. Like a Dockerfile for agents: one reviewable Agentfile for identity, tools, boundaries, policy, and OCI packaging.
Cross-platform kit that gives AI agents (Claude Code, Codex, Cursor) persistent memory: Markdown vault + git + MCP. Local-first, hybrid search optional.
MCP server for Fitbit (and the upcoming Google Health API migration): comprehensive health-data access and photo-driven food logging for Claude mobile.
Wrap any Click or Typer CLI as an MCP server for AI agent integration
Model Context Protocol (MCP) server for MS SQL Server. Enables LLMs and AI agents (Cursor, Copilot, Claude) to safely explore schemas and execute read-only queries with advanced SQL injection protection.
Excel MCP Server: Connect AI agents to Excel/CSV files. Securely read, query, and analyze spreadsheet data for intelligent reporting.
Give AI agents the ability to debug ROS2 logs across nodes — MCP server, no ROS2 install required
The bone cracks. The model reads. Audited divination for AI agents — tarot, I Ching, Xiao Liu Ren, Bazi. MCP server + CLI + agent skills.
Local graph memory for AI coding agents, giving MCP-compatible tools precise codebase context before they edit.
Unauthenticated MCP server exposing read-only chain-data tools and pay-per-call Web3/market/travel tools settled via x402 — built on the official MCP SDK and NestJS.
AI-powered repository intelligence platform with semantic code analysis, knowledge graphs, Model Context Protocol (MCP) support, FastAPI, Astro, and a VS Code extension.
Local-first MCP server that snapshots your project's working state into one context object. Open-core, privacy-first.
🟣🤖 Allow AI systems to view and control your Starling Bank account via MCP
A powerful CLI tool to explore GitHub repository metadata including pull requests, issues, commits, branches, and file diffs using Model Configuration Protocol and PyGitHub.
An MCP server for interacting with a Jenkins server. Allows you to trigger jobs, check build statuses, and manage your Jenkins instance through MCP.
Headless blog & CMS as a Convex component: npm package (basic-blog-convex-blog-cms), bundled TipTap admin + CLI, Next.js/RSS/sitemap helpers, examples, and optional MCP server for AI agents.
MCP server and EasyEDA Pro bridge for AI-assisted PCB review, component sourcing, manufacturing export, and JLCPCB ordering workflows.
Configurable AI agent orchestration, delegation, memory, and project context through MCP.
Local-first Canvas LMS MCP server. Stdio transport, ~125 lines of Python.
Multiple Entry Iron Condor (MEIC) strategy agent for 0DTE options via tastytrade and Claude Code
Local-first RAG engine with cited answers from your own docs. GraphRAG, sealed sharing, MCP-native, VS Code Copilot integration. Nothing leaves your machine.
MCP workflow enforcement server -- guides Claude and other AI agents through structured, step-by-step tasks without skipping steps or cutting corners
Salesforce Meta Tool (MCP Server) with end-to-end identity propagation via On-Behalf-Of (JWT Bearer) flow through Azure AI Foundry and APIM
GIMP MCP server for AI image editing, GIMP automation, and Model Context Protocol clients
Git-style time travel for AI agents — automatically snapshot, rewind, and fork an entire Linux environment. Rootless, self-hosted, MCP-ready.
TypeScript middleware toolkit for MCP servers - authentication, caching, rate limiting, CORS, logging (beta)
MCP server + Godot 4.x addon to control the Godot Editor via WebSocket/JSON-RPC
A modular AI agent framework built on Vercel AI SDK. Zero-config agents with real tools, durable workflows, and HTTP interfaces.
Create plug-and-play MCP servers for AI agents, IDEs like Cursor, and platforms like Claude Desktop through an intuitive UI.
Official MCP server and TypeScript client for Onplana — connect Claude, ChatGPT, Cursor, and any MCP-compatible AI agent to your project portfolio.
MCP server for AI-mintable tokens via EIP-7702. OAuth 2.1 + SIWE wallet auth. Powers $SHIT on Ethereum mainnet.
Persistent SSH sessions for AI agents via tmux - No regex, no complexity, just visual snapshots
Zed MCP server extension for ecosystem-aware React component scaffolding (tests/stories/barrels) with impact estimation.
Pharmaceutical R&D Pipeline Intelligence MCP Server — Clinical trials, FDA/EMA approvals, safety data. Questions? Start here!
MCP server exposing Amazon Selling Partner API to Claude Desktop and other MCP clients. 55+ tools across 19 SP-API scopes, multi-marketplace, safe writes.
A Model Context Protocol (MCP) server for the NASA Astrophysics Data System (SciX) API
Context compression for AI agents — cut token usage costs with retrievable CCR compression. Rust core + Python API, Claude Code & Codex plugin, MCP server. PyPI: furl-ctx
MCP server for social media — fetch tweets, transcribe videos, extract frames, download Instagram posts. 29 tools across Twitter/X, YouTube, Instagram, and any video URL. Local Whisper transcription.
Automation Squad MCP for Samsara - Complete fleet management integration for Claude AI, Antigravity, Cursor, Codex, and more
MCP server that matches your game to publishers, VCs, dev funds and grants — 210+ funding sources from the GameFunds directory, plus a private outreach pipeline. Works with Claude Code, Cursor and any MCP client.
MCP server for TRON blockchain — connect AI agents to TRX, TRC20, smart contracts, staking & governance via GoTRON SDK
A Model Context Protocol (MCP) server for calculating MD5 and SHA-256 hashes, complete with tools and guides for understanding and building MCP servers. Works with Claude Desktop & VSCode.
MCP server — read-only log access for AI assistants. Debug your Linux server with AI, without giving the AI shell access.
Comprehensive Google MCP server in Rust — 41 tools for Google Drive (Gmail & more planned). Stdio + Streamable HTTP with multi-user OAuth.
🔥 MCP (Model Context Protocol) server for Ember.js CLI - AI-powered assistance for Ember development with Claude, ChatGPT, and other LLMs
MCP server for Social Neuron - AI content creation tools for Claude
Generic NorthData API wrapper: Python CLI, MCP server, and Claude Skill.
OmniBridge is an MCP server that gives AI agents an ephemeral, gVisor-isolated sandbox to run, test, and cryptographically prove their code works — before it ever reaches production.
Coordination bus for teams of AI coding agents — Claude Code, Codex, Cursor or any MCP client — sharing messages, tasks, presence, notes and locks over one server backed by Postgres
Community gallery, CLI, and MCP service for Codex-compatible animated pets, backed by YDB.
Multi-instance Claude Code manager with a bundled web UI for orchestrating multiple Claude Code agents from one place.
🛠️ Connect Blender to Claude AI for seamless 3D modeling and scene manipulation using the Model Context Protocol for enhanced creative workflows.
Open-source MCP server that gives AI tools native access to your company's design system — drop in your brand files, connect to Claude or any LLM tool
MCP server for Hyperliquid perpetual trading, order execution, live order-book/microstructure signals, trade-flow analytics, and Monte Carlo risk, exposed to AI assistants over the Model Context Protocol.
Advanced MCP server for unified knowledge management with PostgreSQL+pgvector, knowledge graphs, research workflows, and Claude Code integration
Find out whether ChatGPT, Gemini and Perplexity recommend your site - and why they don't. Open-source GEO/AEO auditor + MCP server. No account, no card, your keys.
Official MCP server for ipgeolocation.io. IP geolocation, VPN/proxy detection, timezone, astronomy, ASN, and user-agent parsing for Claude, Cursor, Copilot, and other MCP clients.
High-performance MCP server for log analysis. Give Claude the ability to analyze massive log files with SIMD-accelerated parsing. 5-50x faster than awk for aggregations.
AI-Powered 2D/3D Map Control via Model Context Protocol for Mapbox GL JS
Programmatic tool calling / Code Mode for MCP — turn any OpenAPI spec into two sandboxed tools (search + execute).
Definitive MCP server for Ableton Live — full LOM coverage, embedded device knowledge base, and declarative music recipes. Build real music in Live from plain language with Claude, Cursor or Codex.
Open Agent Security Fabric — red-team agentic AI, MCP firewall SDK, action oracles & SARIF CI gates. Assure, Enforce & Govern. Python + TypeScript. OWASP LLM/Agentic/MCP Top 10.
MCP server that connects Claude AI to Bitrix24 — CRM, tasks, disk, calendar, automations and more
Turn your ChatGPT conversations into safe, auditable local execution. PatchWarden lets you discuss ideas and plans with ChatGPT, then hand the approved plan to local AI agents for guarded, traceable implementation—with scoped permissions, independent verification, and a complete execution record.Turn your ChatGPT conversations into safe, auditable
MCP server that lets AI agents register domains instantly. Stripe + x402 crypto payments, Cloudflare DNS, bulk checks, renewals, transfers.
High-performance MCP server for clipboard access with WSL2 support
MCP server for VCF Automation Orchestrator — manage workflows, actions, configuration elements, and extensibility subscriptions via AI assistants
MCP server for marketplace search & price data — TCGPlayer, Reverb, Thumbtack, OfferUp, Craigslist + contractor/nurse license verification + PSA grading
MCP Server that gives AI coding assistants QA testing capabilities — point at bugs, AI fixes them
23 SAP development skills for Claude Code — ABAP, RAP, CAP, Fiori, BTP, HANA, S/4HANA, Integration Suite and more. Agent Skills Specification compatible.
GUI automation MCP server powered by local Vision LLM (Ollama). Control your Windows desktop from Claude Code, Codex CLI, and other MCP clients.
High-performance MCP server for USPTO Patent Trial and Appeal Board (PTAB) with context reduction, progressive disclosure workflows, and seamless cross-MCP integration
Official MCP server for the AstroWay Calculation API — astrology tools for Claude Desktop, Cursor, Windsurf and any MCP client. Auto-generated from the live OpenAPI spec: natal charts, synastry, transits, Vedic dashas, Tarot, Human Design, AI horoscopes via Model Context Protocol.
Productized LLM Wiki pattern + typed pack registry + proposal-only governance — UNESCO Memory of the World Triple Anchor
Your LLM, with MCP tools + agent skills built in — MCP · skills · native · HTTP · built-in · A2A tools behind one interface, byte-identical across JavaScript, Python, Go, Java, C# and Elixir. Docs: https://muthuishere.github.io/toolnexus/
A local, agent-queryable mail intelligence layer — progressive mailbox index + MCP server that gives AI agents recall over your email without handing them the keys.
Unreal Engine MCP plugin — expose editor, assets, blueprints, and PIE to AI clients via Streamable HTTP & WebSocket (works with Rider/VS Code proxies).
CLI tool to manage and sync Model Context Protocol server configs across AI editors — Claude Desktop, Cursor, VS Code, Windsurf, Zed, and more
Community-built Codex–COMSOL bridge using officially supported MATLAB MCP and LiveLink integration layers, with native multiphysics API access, task-level execution, same-model Desktop observation, and verified human takeover.
MCP server for GitHub Actions — view runs, read logs, re-run jobs, trigger workflows
A token-frugal MCP server that gives coding agents structural understanding of a codebase: repo maps, symbol outlines, ranked search, import tracing, and parsed diagnostics — every result under a token budget it honours.
MCP server for exercise-to-muscle mapping. 856 exercises, 65 muscles, 14 muscle groups with primary/secondary/stabilizer activation data.
MCP server for LogicStamp - exposing deterministic architectural context to AI assistants.
MCP server exposing pmcontrols (CPM, PERT, crashing, EVM, earned schedule) as validated tools for AI agents.
Context-cheap SerpApi search for AI agents: a CLI + Claude skill that costs ~0 standing tokens vs an MCP server (measured).
Edit your Warcraft III maps by talking to Claude — an MCP server for reading and editing .w3x/.w3m map files.
Free, open-source MCP server (Apache-2.0) giving Claude plain-English access to official Austin & Travis County data — property records, permits, flood zones, city code text, schools, plus active MLS listings. Built by Neuhaus Realty Group.
MCP tool to enable semantic code search in your project.
A Model Context Protocol (MCP) server that enables AI agents (like Claude) to view, introspect, and control Tkinter GUIs. Features widget-tree extraction and window-specific screenshots.
An MCP server for your running desktop UI — let an AI inspect, click, type and screenshot it. Avalonia and WPF. Local, or remote over mutual TLS.
Easy MCP server for running command-line tools across different environments via Model Context Protocol
Deterministic screenshot diffing for AI coding agents. Extract design tokens, diff implementations vs reference, get CSS fix suggestions.
Headless, agent-controllable real browser as an MCP server — drive local dev servers from Claude. Fast and low-token (DOM, not screenshots). stdio for Claude Code; HTTP connector for claude.ai.
MCP server for Hacker News — search stories, read comments, and track tech trends via AI agents
Open Source AI Design Architect that helps developers generate UI systems, design recommendations, components, color palettes, UX insights, and production-ready interfaces.
Local MCP server that captures the why behind your code — domain knowledge for Claude, Cursor, Copilot, and any MCP agent.
Shared context substrate for AI agents. Retrieval that learns what's useful. Runs local or cloud.
Codex skill and MCP server for operating Docker-based local YDB deployments, locally or over SSH.
Search history local agents for prompts and conversations (Codex, Claude, Cursor, agy, grok, pi, opencode)
MCP server for TriliumNext: lets AI agents read/write notes, labels, relations via ETAPI
Personal AI-agent skills, workflows, prompts, and setup guides for local LLMs and MCP-powered assistants.
MCP server to flash & monitor embedded firmware over probe-rs (JTAG/SWD + RTT) or espflash (UART) — any probe-rs target (STM32, nRF, RP2350, ESP…), defmt-aware, with bounded LLM-token-efficient capture
Multi-agent browser MCP runtime for isolated, persistent, parallel Playwright sessions. Run multiple AI agents without shared tabs or browser state.
Local AI assistant for the Axelera Voyager SDK and Metis AIPU — semantic RAG over the public Axelera sources + workflow skills, via MCP. No account, no cloud.
A Rust-based code relationship management tool using MCP protocol. Organize and understand code structure through tags, comments, and relationships with advanced query capabilities (AND/OR/NOT/wildcards).
Self-hosted documentation RAG pipeline that serves semantic search to LLM agents over the Model Context Protocol.
AI-powered assistant that enables natural language interactions with Kubernetes clusters. Simplifies DevOps workflows using Model Context Protocol (MCP) servers for executing K8s operations through conversational interfaces.
A simple Model Context Protocol server for basic Codecks task management
MCP server for music distribution — catalog management, SoundCloud/YouTube uploads, metadata, ID3 tags (12 tools)
Claude Code Skills — the FAF Way · curated, receipt-proven skills that take any project to 100% AI-readiness · open SKILL.md format (Claude, Codex, Copilot, Gemini, Cursor)
Host-aware model routing for coding agents. Python library + MCP server for Claude Code, Codex, Gemini CLI, Copilot, Cursor, and Aider.
MCP server for Microsoft Patch Tuesday - query MSRC security updates, CVEs, and KBs with EPSS + CISA KEV enrichment. No API keys. Works with Claude, Copilot, Cursor, and any MCP client.
MCP server + Chrome extension for real-time bookmark management. Give AI agents in Claude, Cursor, Windsurf, or any MCP client full read/write access to bookmarks in Chrome, Brave, Edge, and Arc.
Convert OpenAPI specs into nine standard AI agent interfaces to integrate your API with various agent frameworks efficiently.
MCP server providing Dioxus project tools (static analysis, scaffolding, docs)
Local-first terminal AI coding agent with resumable sessions, memory, Skills, MCP, and DeepSeek/OpenAI Codex support.
Unofficial Model Context Protocol server for Alza.cz — read-only catalog browser for AI agents. Uses Playwright to defeat Cloudflare bot protection.
MCP coordination primitive for multi-agent workflows. LLM-agnostic, CLI-agnostic, self-hostable. TypeScript + SQLite.
An MCP server that gives Claude conversations a persistent, interactive plan/to-do panel.
Open-source MCP gateway: 0.02ms overhead, 46K+ RPS cache hits, auth, guardrails, plugins, multi-server routing. 1341 tests.
See what your AI-coding session actually cost — and what is eating your context. Local, read-only CLI for Claude Code.
Senior-grade Google Search Console + Indexing API CLI with MCP support, batch URL Inspection, paging past 25k.
🚀 The most complete MCP server for Groww — 25 tools, ⚡ automated TOTP auth, GTT/OCO smart orders, 📈 option chain with Greeks, backtesting. 🤖 Connect any AI assistant to your Groww trading account.
A bridge implementation connecting GraphQL APIs with the Model Context Protocol (MCP), enabling seamless integration between GraphQL services and MCP-compatible AI systems. This tool facilitates data exchange and API communication by translating GraphQL operations into MCP-compatible formats.
MCP server for Steam game library management — 14 consolidated tools, minimal context footprint, local files + optional API
Read-only MCP server for EverQuest Legends public sources.
A lightweight library that converts MCP tools into Python tools (function-like objects).
Hosted MCP server for the Brazilian Federal Senate on Cloudflare Workers — 66 tools, 4 prompts, 5 resources. Legislative + administrative + e-Cidadania. Also on npm (npx senado-br-mcp).
The AI-native deployment gateway — bridge sandboxed AI IDEs to your infrastructure via MCP protocol
Semantic UI automation and lightweight accessibility snapshots for LLM agents to interact with Web and Desktop applications.
Fast, local semantic search over web content for AI agents. Hybrid BM25 + potion-retrieval-32M embeddings, cross-page dedup, token-budget mode, MCP server, SearXNG bridge. ~90% fewer tokens than raw web_fetch.
The Agentic Generative UI Platform: Transform natural language into production-ready React apps in seconds. Featuring autonomous Tambo agents, Model Context Protocol (MCP) for codebase grounding, and secure E2B sandboxed execution.
Open-source compliance engine for AI agents. Rules, SDKs, and examples.
MCP Server for Swiss public transport – OJP journey planner, real-time departures, disruptions, occupancy, ticket prices, train formations and open data from opentransportdata.swiss
BioMed MCP over AlphaFold DB + 8 public sources, with SQLite knowledge graph, offline mode, and explicit clinical-use limits.
Terraform-style plan/apply for agent systems: versioned YAML for agents, tools, workflows, and policies; local-first SQLite state; MCP & HTTP tools; structured traces.
Open-source, local-first control plane for multi-model AI coding agents in VS Code and MCP: task DAGs, source intelligence, durable context and evidence-based review.
Shared memory for AI coding agents, across tools and machines. Local-first SQLite, optional Zenoh+RocksDB mesh, MCP-native.
Decentralized trust, identity, and machine payments infrastructure layer for autonomous AI Agents on the Casper Network.
Universal cyber assistant: ~80 audited Kali tools + an expert skills library, driven by any model over MCP or direct run
MCP server & Claude Code skills to buy gift cards, eSIMs & mobile top-ups with Bitcoin — paid from Cashu ecash over Lightning.
A CLI tool for scaffolding, testing, extending and analyzing MCP (Model Context Protocol) servers — generate tools from OpenAPI/GraphQL specs. Published on npm.
Codex CLI plugin: delegate reviews and bounded coding tasks to the local Grok Build CLI via a bundled MCP server
Python CLI tool and MCP server for generating slash commands in AI coding assistants (Cursor, Claude Code, Windsurf, VS Code)
JavaScript, Python & MCP examples for the BullAlert API — small-cap momentum signals, a ranked watchlist, alerts & SEC EDGAR filings. Informational, not financial advice.
The guardian layer for AI agents — identity, secrets, audit via MCP. Gate + Vault + Watch.
dsh plugin for MCP status inspection and server management | dsh 的 MCP状态查看与服务管理插件
One MCP server, 270 tools, replaces 75+ — files, shell, GitHub, Android, desktop vision, security & forensics, persistent memory. Smart context-saving tool loading, safe-delete guardrails, and an orphan-proof self-healing process supervisor. Works with Claude Desktop, Cursor, Windsurf, and any MCP client.
MCP server for virtual phone number verification - SMS activations for AI agents via Claude, Cursor, VS Code Copilot and more...
A meta-mcp (mmcp) server offering a window into the exciting world of open data sources by intelligently routing model tool calls through an ever-growing index of open-data sources.
Local-first MCP memory & context-handoff server — capture context in one AI tool, resume it in another. Graceful decay, no cloud.
Audit trail and cost tracker for AI coding agents. See exactly what Claude Code and Cursor read, wrote, and executed - locally, in real time.
Production-grade PostgreSQL MCP Server. Empowers LLMs with 40+ tools for deep database interaction, including schema inspection, secure query execution, performance analysis, and administrative tasks. Built for reliable AI-driven development.
The first open-source MCP server for jPOS and ISO 8583. Give AI agents deterministic access to payment protocol expertise.
Generic MCP adapter for DingTalk's official dws CLI. Turns the full dws command surface into host-agnostic MCP tools; no token handling, no business logic, auto-syncs as dws upgrades.
Asset Factory — 42 SOP tools from idea to validated revenue. Market research, buyer personas, offer design, landing pages, email sequences, ad copy, traffic strategy, SEO content engine & unit economics. MCP server for Claude Desktop, Cursor, and Windsurf.
Fast Lean 4 proof feedback for coding agents. CLI, Python library, and MCP server with warm LeanInteract sessions and cached env reuse.
Governed AI coding on Claude Code: tiered pipelines, audit skills, MCP server. Claude generates, your or your team decides.
Self-hosted AI agent framework with permission modes, audit logging and MCP. Runs on your machine, in Docker, or on a Raspberry Pi.
An MCP (Model Context Protocol) server that generates advanced mock 2D PNG assets for games prototypes — directly from any MCP-compatible AI client.
Neutral freight reference & correctness layer for AI agents — source-backed DG, customs, location & freight-math data agents can call and cite. No freight to sell.
Native Weavatrix MCP for coding agents: 43 read-only repository-intelligence tools across 24 code and configuration surfaces, with typed evidence, impact, architecture, APIs, Git, search, semantics, and memory.
Official GitHub MCP Server — connect AI agents to GitHub API
A tool for automatically converting OpenAPI into Model Context Protocol (MCP) Server instance
MCP server for Jenkins CI/CD - Intelligent automation server integration for GenAI
A Spring Boot AI-powered Model Context Protocol Server for interacting with Confluence Cloud
Token-Optimized Unified MCP Server for Gmail & Microsoft 365. 60% fewer tokens, 100% more power.
Eyes for AI coding agents: deterministic MCP server that tells the LLM which CSS rule wins, in which file, on which line — and why. Cascade verdicts, blast radius, interaction timelines, pixel-perfect audits.
The content studio MCP for coding agents — BYO-key generation, deterministic video/carousel rendering, draft-first social publishing.
X-ray vision and hands for AI agents inside Tauri apps — DOM, IPC, Rust backend, and database through one embedded MCP server. 35 tools. Zero production cost.
Model Context Protocol (MCP) server for Icinga 2 Core, Icinga Web, Icinga Director and the Linuxfabrik monitoring-plugins catalog.
Obsidian Turbocharged — governed, agent-ready Obsidian MCP server. 141 tools across 31 domains, multi-vault native, pluggable embeddings. TypeScript + Rust. AGPL-3.0-only.
AotterMantle SDK: agent-native CMS runtime, manifests, admin UI, and Cloudflare adapter.
MCP connector for Replynodes — let AI agents (Claude, Cursor, Codex, OpenClaw) schedule posts, list channels, and generate media via the Model Context Protocol.
MCP server for Apple Numbers - read, write, search, and format .numbers spreadsheets via Claude and other AI assistants
The open computational chemistry engine for drug discovery and materials science; MCP + REST + Workbench + Next.js dashboard, wrapping RDKit, GROMACS, AutoDock, OpenFold, Chai, Boltz, Gnina.
Orchestrate multi-hop pivots, SOCKS/forwards, and intranet recon through MCP tools. Authorized use only.
Modular MCP server for the Flipper Zero (USB + WiFi protobuf RPC)
One command to make any repo agent-ready. Scaffolds .agent/ workspace, platform instruction files (Claude, Cursor, Windsurf, Copilot, Gemini), reusable skills, and MCP server for AI coding assistants.
Submit natural language prompts to an AI chatbot, which will use a browser through an MCP (Model Context Protocol) server to perform actions and generate Playwright tests automatically.
🏥 MCP Server with 121 validated medical calculators for AI agents. DDD architecture, evidence-based formulas with PMID citations. Supports Claude, GPT, and other LLM integrations.
Learn and experiment with n8n (nodemation) + Agentic AI to build intelligent automation workflows.
Git-like undo and rollback checkpoints for OpenAI Codex CLI. Snapshot, diff, and restore files before and after Codex edits. MCP server + Codex hooks for an automatic safety net.
MCP server for the Xendit payment API. Invoices, disbursements, balances, and transactions across Indonesia, the Philippines, Thailand, Vietnam, and Malaysia.
Intercept & tamper proxy for MCP traffic — X-ray and rewrite the JSON-RPC between an AI agent and its MCP servers. Burp Suite for AI agents. Authorized testing only.
Forensic biopharma catalyst auditor — 10-tool MCP server that cross-references CT.gov, SEC EDGAR, openFDA, PubMed & Yahoo Finance to return a single deterministic verdict (CLEAN / BEAR_SIGNAL / BLACK_FLAG).
30-day challenge: AWS (Chandana) + Agentic AI (Punith). Daily notes, working code, and the beginner-to-advanced gotchas tutorials skip — Lambda, IAM, RAG, MCP, Bedrock, LangChain, and more.
Intelligent MCP Research Router - Tool selection, search strategy planning, and parallel execution
MCP server for VK Ads — campaigns, targeting, budgets, statistics (Russia). Part of WWmcp — 114 MCP servers for emerging markets.
MCP server for spawning and controlling Codex CLI and Claude Code sessions
Typed, reproducible high-content microscopy workflows across GUI, Python, CellProfiler, Napari/Fiji, GPU, and local MCP agents.
MCP server for Plane: create, update, audit, and export work items from Codex and AI coding clients.
在 Docker 里跑 QMT，用 MCP 接入 AI Agent —— 券商无关的 A 股行情/账户 MCP 服务，docker compose 一键起 · Run QMT in Docker, plug it into AI agents over MCP (broker-agnostic A-share market-data & account tools)
Drive Unreal Engine 5 from an AI agent — MCP server over the Remote Control API and in-editor Python. No C++ plugin to compile.
Rust core + MCP server for running many LLM agents in parallel without blowing your token budget — hard budget caps, automatic work dedup, and deterministic result merging.
An AI organism - the human-AI interface layer. A safety reflex that refuses known lethal actions even when the model is fooled, and a memory that only keeps what actually worked. For code, research, writing, or a fleet of agents. 100% local.
Afterlogin: The Hunt × Helper Patrol — a cinematic identity & data-governance training game powered by real gpt-4o tool-calling agents + Foundry IQ grounding. Microsoft Agents League · Creative Apps.
Secure, privacy-focused MCP server for FactorialHR. Access employee directories & org structure in Claude - deliberately excludes payroll/financial data for enterprise security.
MCP server for the OrionBelt Semantic Layer. Enables LLMs to explore semantic models, compile queries, and execute analytics via natural language. Works with Claude, Cursor, Windsurf, Copilot.
A comprehensive Model Context Protocol (MCP) server template for Node.js with TypeScript, supporting both stdio and SSE transports
Rust MCP server for Obsidian vaults — read, write, search notes via Model Context Protocol. Works with Claude, Cursor, and any MCP client.
Hosted Google Ads MCP setup guide for AI agents, powered by NotFair
Agent gateway for external tools — Rhumb Index scores services; Rhumb Resolve routes supported capability calls through governed execution rails.
MCP Server for Webhosting4U Domain Registrar - Register, transfer and manage domain names from your IDE using AI and natural language. 32 tools, Cloudflare Workers, Streamable HTTP transport.
Anchor AI FinOps to real, live cloud pricing — open source MCP server for AWS, GCP, and Azure
MCP server that bridges Claude Desktop to Claude Code sessions — read, send messages, and coordinate across instances via the Remote Control API.
MCP server for WordPress REST API — manage pages, posts, shortcodes and Elementor content from Claude Code.
⚔️ Stress-test your product and startup ideas before writing code. An adversarial AI tool for multi-role debate, synthetic user feedback, and validation planning.
Google Stitch MCP server + CLI: export UI designs to React, Vue, Svelte, Next.js and 5+ frameworks, with auto-config for Cursor, Claude Code, OpenCode and VS Code.
Production-ready MCP SDK for TypeScript with automatic Bun optimization, streamable HTTP transport, and real-time session management
Package mcpmgr provides a high-level manager for connecting to, monitoring, and coordinating multiple Model Context Protocol (MCP) servers from Go applications. The companion mcpgateway package builds on top of mcpmgr to expose every managed server through a single Streamable HTTP endpoint.
Production-ready Model Context Protocol (MCP) server for Method CRM API integration. Enables LLMs to interact with Method CRM through 20 comprehensive tools.
Laravel SDK for the Vinkius MCP Catalog — discover, activate, and execute 3,400+ governed MCP servers. Fluent Facade, typed DTOs, event-driven observability, and zero local tool implementations. PHP 8.2+, Laravel 11/12.
MCP server for Gorilla. Find your first SaaS users on Reddit, X, YouTube, and TikTok. https://usegorilla.app
The open-source, video-first social platform for AI agents. Upload videos, live stream, DM, import TikTok, 27 MCP tools, trust scoring, webhooks. The only video platform in the AI agent ecosystem.
MCP server for Uber Eats - let AI agents order food delivery
MCP server for rr reverse debugging — enables AI assistants to record, replay, and inspect program executions via GDB/MI
Offline speech-to-text & speaker diarization for AI agents — Whisper ASR + MCP server + CLI + Python bindings, fully on-device, no cloud | 离线语音识别与说话人分离,Agent 开箱即用
Model intelligence MCP server — syntax, parameters, pricing for 67+ generative AI models (Midjourney, Flux, Suno, Runway, DALL-E, Stable Diffusion). 7 tools for any MCP client.
MCP server for App Store Connect — manage metadata, analytics, reviews, IAP, and subscriptions directly from Claude Code
Learn Cursor fast: structured tutorials, Mermaid diagrams, and production-style configs for Rules, AGENTS.md, MCP, and automation patterns. Maintained by Evoveo Tech.
Temporal reasoning for AI agents — deadlines, schedules, sequences, duration estimation (PERT), and decay models. One .atime file. Rust core + MCP server.
MCP server for SolarWinds Service Desk: tickets, service catalog, KB, change/release workflows, assets/CMDB, procurement, and risk.
Local-first Windows tray app that exposes privacy-classified ambient context — presence, foreground app, battery, power, system load — as MCP tools.
Lightweight browser automation CLI + MCP server driving your everyday Chrome via the extension chrome.debugger API — keeps your login state, no --remote-debugging-port
BrainRegion is an AI collaboration infrastructure designed for review, consultation, planning, and memory.
Self-hosted Cloudflare DNS bulk panel (Go + Vue): multi-account, cross-zone batch edits, orange-cloud toggle, DNS templates, MCP for Claude/Cursor. MIT. Tokens stay on your server.
AI social media automation CLI + MCP server. Generate, approve and publish posts and blog articles from your terminal.
MCP control surface for Orcho's durable AI software delivery lifecycle
MCP server for x64dbg/x32dbg: native C++ plugin bridge + C# stdio server exposing 50+ tools (memory, registers, disasm, breakpoints, modules, threads, stack).
FastMCP server for Apollo.io — 22 tools: sequences, campaign health, mailbox warmup, enrichment, CRM, credits. Includes Cloudflare bypass and undocumented API discoveries.
Serveur MCP pour Ara — Audits d'accessibilité RGAA 4.1 du gouvernement français. Permet des flux de travail d'audit assistés par l'IA via le protocole MCP (Model Context Protocol).
🏆 Open-source multi-factor stock scoring API (0-100) | US/HK/A-Share 74 stocks | Zero signup | shields.io badges | GitHub Action | EU AI Act compliant
MCP server: generate 25+ types of hand-drawn Excalidraw diagrams with Sugiyama auto-layout & CJK support — flowcharts, sequence, architecture, mind maps, ER, charts, and more
Sorbet, RubyLLM, FastMCP + Simple Tool DSL for Rails MCP Server
Repository containing practical exercises and notebooks focused on AI application development and experimentation.
Agentic MCP for Roblox. Run tests and find exploits in your game from Claude Code, Codex, or Gemini.
MCP server for meupc.net — Brazilian PC building platform with price comparison. No API keys required.
Lint, test, and optimize your MCP tool schemas before shipping. Catches the bugs that make LLMs pick the wrong tool.
Open-source MCP server unifying SEO + GEO across Google Search Console, IndexNow (Bing/Yandex/Naver/Seznam), and LLMs (Perplexity + more). MIT licensed, runs locally over stdio.
MCP server for querying ARCA/AFIP web services documentation with natural-language semantic search across 49 official services
MCP server for QuiverAI — generate and vectorize SVGs via Claude and other AI tools
Serve any Streamlit app as an MCP server — agents drive it natively, no browser automation.
Companion source code for AI APIs in Practice, a visual engineering book on multimodal AI, agents, RAG, evaluation, governance, and production-ready products. Book DOI: 10.5281/zenodo.21431944 · Software DOI: 10.5281/zenodo.21419466
A local browser canvas for terminal coding agents — the model renders its work as a page you can see, select, and ask about, instead of a wall of text.
Static code map generator (MAP.md + map.json) powered by tree-sitter — a Claude Code /map plugin and MCP server that gives coding agents call graphs, file outlines, and impacted-test lookups without spending tokens on parsing.
Kiro Power for AWS Resilience Hub + Amazon ARC — GenAI failure-mode assessments, RTO/RPO validation, failover orchestration, and cost-quantified remediation reports, from the IDE.
Security-first MCP bridge for Codex-supervised Reasonix ACP workers
MCP server for HaloPSA — tickets, clients, assets, contracts, and reporting tools for AI assistants
MCP server for Planfix — tasks, contacts, project management (Russia). Part of WWmcp — 114 MCP servers for emerging markets.
One config, one credential set, one MCP endpoint — shared by Claude Code, Cursor, Codex and 9 more. Local-first, zero telemetry.
Spawning ten coding agents is easy, knowing which one needs you isn't. A cockpit for running, reviewing and orchestrating a fleet of AI agents.
MCP server that saves your Claude Code, Cursor, and Codex sessions as versioned Markdown reports — with human-in-the-loop review and Apple Pencil / S Pen annotation.
Web frontend for LM Studio — browser access, adaptive memory, multi-user auth, MCP tools
AI-native issue tracker with MCP integration, human/agent time tracking, and velocity analytics. A self-hosted alternative to Jira and Linear for developers who work alongside AI agents.
A comprehensive technical guide for building AI-native applications using MCP, covering architecture patterns, security, testing, training, and organizational transformation
Official LabelGrid MCP server — manage your music distribution catalog, releases, analytics and royalties from Claude, Cursor, or any AI client
Build and upload Garmin Connect workouts from YAML or natural language. CLI + MCP server with pace/HR/power zones, 84 exercises, circuits, and scheduling. Works with Claude Desktop and Claude Code.
Permissionless wallet infrastructure for AI agents. Create wallets, sign transactions, and broadcast on EVM + Solana. Pay and accept x402 payments. Built-in guards. No KYC. Up to 50% less expensive than Coinbase.
Find and remove dead code in React, Next.js, and Python projects
MCP server for the Patreon API - manage campaigns, members, and posts from any AI assistant
MCP server that validates, resizes, and optimizes advertising creative assets across 50+ platforms using Cloudinary — Google Ads, Meta, TikTok, YouTube, CTV, and more.
Domain-agnostic MCP server for autonomous experimentation with metric-driven keep/rollback decisions and reproducible experiment history.
MCP Server para API V2 do TOTVS Moda — integre Claude e outros clientes MCP ao seu ERP de moda brasileiro
🎓 Turn Claude into a CBSE board examiner. 80+ AI skills, 15 agents, 200+ notes. Target: 495+/500.
RSCT Workflow Framework — memory + MCP governance that stops AI coding agents from skipping plans, bypassing authorization, or breaking conventions.
MCP server for RetroArch — exposes memory r/w, save state, screenshot, pause/frameadvance/reset via the Network Control Interface
Local CLI and daemon for supervising collaboration between Claude Code, Codex, Grok, Gemini, and other AI coding agents over MCP. Supports work directory sandboxing preventing unexpected writes by reviewing agents.
Let the AI chats open in your browser talk to each other - token-efficient CDP automation for ChatGPT, Gemini, Claude & more. CLI + MCP server + opencode plugin.
Self-hosted, local-first AI assistant server: swappable LLM providers, review-gated memory, an encrypted vault, and wake-word voice. No accounts, no telemetry.
REAPER MCP v2 server and Lua bridge for controlling REAPER from MCP clients.
Free, open-source sports-data MCP server — 753 tools across 60 providers: cross-book betting odds, official league stats, racing, fantasy, cricket, F1, chess and esports. 41 providers need no key at all. Claude Desktop / Cursor / any MCP client.
Self-hostable MCP server for Trello, built for LLM clients and local workflows.
MCP server for code structure analysis across 20+ languages. Tree-sitter powered. Works with Claude Code and Claude Desktop.
Assessment of the MCP specification itself and its status as a technical standards document
Demonstration of MCP with Spring Server and Client, using Ollama
Cage untrusted MCP servers in containers, compose them into agents, and share them over any OCI registry. Signed, sandboxed, no Docker required.
Local-first secrets manager for macOS. Encrypted vault, menu bar app, CLI, and an MCP server that loads secrets into your coding agent's shell instead of the chat. No cloud, no account, no subscription.
Bitcoin fee intelligence API — 108 endpoints, 751 non-e2e tests, self-hostable, Apache 2.0. Hosted demo paused for infrastructure review.
MCP server for WordPress 6.9+ Abilities API - dynamically exposes WordPress abilities as AI-accessible tools
Deterministic MCP Security Architecture. FrozenNamespace as Root of Trust for Model Context Protocol tool verification
Official GetXAPI MCP server. Use the Twitter/X API (search, users, tweets, posting, DMs, articles) inside Claude, Cursor and any MCP client.
Unified MCP server exposing 36+ lazymac developer APIs as tools — REST + MCP for Claude Code, Cursor, Windsurf
Collection of MCP servers for AI agent teams - Seamless integrations with Airtable, Asana, and Slack for powerful AI-driven workflows
Secure SSH gateway for AI assistants — MCP server with connection pooling, session isolation, command safety, and web audit panel
Thread-scoped runtime contracts for Codex and Claude Code, powered by MCP, local SQLite, Web UI, and UserPromptSubmit hooks
Dynamic QR codes for any AI assistant. Create, retarget, and inspect QR codes via Claude, ChatGPT, or any MCP-compatible client. No account required to start.
Python examples for AI-native messaging execution through the BridgeXAPI MCP interface.
Sovereign single-binary knowledge mesh for coding agents (MCP): index, search and serve your notes + code as context. Fair-code (no reselling).
Persistent, semantically-searchable memory and a symbol-level code graph for AI coding agents. One static Rust binary — SQLite or PostgreSQL, MCP-compatible.
Bring Zendesk deep into your AI assistant: find answers and draft, update and translate Help Center articles, and manage Support tickets end to end: comments, triage and attachments. All in plain language.
AI tool discovery engine with live search agent, Google Auth, MCP server, and auto-updating HuggingFace dataset
MCP server to delegate coding implementations to OpenCode with an explicit provider + model per call. Works with Claude Code and Codex.
MCP server for Yandex Webmaster — query indexing, search queries, diagnostics and backlinks in plain language from Claude, Cursor, and other AI agents. Secretless PKCE login, TypeScript.
fastchat-mcp is a very simple way to interact with MCP servers using custom chats through natural language.
Agentic AI Orchestrator and coding agent for business-as-code platforms, services, and data. Focused on streamlining development for startups and small business who want to own their own cloud.
Pinakes — a deterministic, verifiable data layer for AI agents across domains (biology + literature). Same query → byte-identical records, complete-or-fail-loudly, re-runnable provenance manifest + verify().
Build MCP (Model Context Protocol) servers that run as Internet Computer canisters.
An MCP server and deterministic DOCX toolkit for AI agents—create, edit, validate, and render reliable Word documents with a local agent playground.
Roslyn code intelligence for AI coding agents, over MCP. Navigate C# by structure — symbols, references, call graphs, surgical edits — for 81% fewer tokens than reading files. Works with Claude, Cursor & Copilot.
Local-first MCP server for shared memory, reservations, handoffs, and review evidence across AI coding agents.
Search all of GitHub from your AI agent — find libraries, drill into repos, search code patterns. MCP server for Claude, Cursor, and other agents.
StudioMeyer GEO — AI visibility monitoring MCP server. 30 tools + 5 expert workflows across 8 LLM platforms. Hosted connector: geo.studiomeyer.io/mcp
CLI tool and MCP server for investigating .NET CI failures in Helix and Azure DevOps
MCP server for full n8n instance management (incl. queue mode): workflows, executions, tags, credentials, variables, projects, users, audit & health — 51 tools.
A lightweight MCP server for managing .resx localization files—works with any MCP-compatible client.
MCP server that fetches a URL and returns its content as markdown. Free, uncapped, no API key — for Claude Code, ZCode, and any MCP client.
🚀 Enable efficient deep learning serving with dynamic batching that optimizes batch size and reduces latency while isolating invalid requests.
Your photo library outgrew the click-grid. immichctrl gives shells, cron, and agents one typed control surface for Immich, with writes off by default.
Headless MCP server that gives AI agents the full power of JADX for Android (APK/DEX/AAB) reverse engineering.
LLM-ready JVM profiler — turns a JFR recording into a compact, source-attributed hot-path & allocation summary that AI coding agents can act on. In-process agent, MCP server, and JMH plugin; library + CLI.
OpenAPI 3.x to MCP server bridge in TypeScript with stdio, StreamableHTTP, and SSE transports
Full-featured MCP server for Kalshi prediction markets with weather forecasting, ensemble analysis, safety controls, and 20+ tools
MCP server for Coolify — 64 tools to deploy, diagnose, and manage apps, databases, and services on your self-hosted PaaS. OpenAPI-generated schemas, docs search, secrets masked by default.
Eyes & Hands for AI in the Browser — Chrome extension + MCP server giving AI agents full browser visibility and control
MCP server for creating and editing draw.io diagrams through intent-level commands
🤖 Tensorlake MCP Server. Maintained in collaboration w. Tensorlake & SIXT.
Multi-user MCP gateway for Slack, Teamwork, and Telegram, enabling secure AI tool access through a single endpoint.
Browse, search, and manage Vinted listings from Claude or the terminal — buy, sell, track items, and automate your secondhand workflow
Live LLM-driven Cheat Engine layer with MCP HTTP and a local dashboard for single-player offline experiments
Talk to your Oura Ring data through Claude. Local SQLite mirror, 14 MCP tools, OAuth2, ~5-minute setup.
MCP server that drives any Chromium-based browser (Chrome, Edge, Brave, Opera, Vivaldi, antidetect, headless) via the Chrome DevTools Protocol — no Puppeteer, no Playwright. Navigate, click, fill, screenshot, run JS, handle dialogs, click cross-origin iframes.
Open-source Model Context Protocol (MCP) server for the Hostaway PMS - connect Claude to your vacation rental ops.
MCP server for Malcolm: full read surface plus opt-in, audited write tools
The natural-language command layer for an AI workforce — direct governed AI agents to deploy cloud infra, train ML, and run research, all under human policy & approval. Agentic command-and-control.
Universal digital fingerprinting MCP server — 103 techniques in 13 tools for TCP/TLS/SSH/HTTP/DNS/WAF/IoT fingerprinting, C2 detection, OSINT enrichment
An MCP server for ethical resume tailoring: tailor/score/extract tools over Anthropic structured outputs or key-less MCP sampling. TypeScript, tested, zero-fabrication.
Prompt-injection defenses for Claude Code. A PreToolUse Bash hook blocks compositional credential-exfiltration shapes (secret read plus network, env dump to network, remote script to shell, reverse shells). A sanitizing MCP server wraps untrusted URLs and files in sentinels, strips invisible unicode, flags jailbreaks.
NurCLI: Fully-loaded, SOTA cost-efficient coding agent command-line interface.
IDE intelligence for AI coding agents, with LSP semantics, tree-sitter indexing, project memory, and concurrency-safe edits.
MCP Server for CashPilot — monitor passive income earnings, manage services, and control fleet workers via MCP
High-performance MCP server for browser automation, web capture, and content extraction. Rust-powered CDP client for AI agents.
AI-powered code search MCP server using Exa API for intelligent code search and retrieval in AI assistants
Fix broken clipboard image paste in iTerm2 for Claude Code. MCP server with real-time Swift clipboard watcher.
In this project multiple agents are created to fetch news from Reddit's subreddits based on user's query in natural language, summarized in the newscaster format and the final summarized news is returned to the user. Multimodality is also integrated in this project where, user can hear the summarized news.
Unofficial MCP server + async SDK for SberBank Online — browserless auth, reads, and human-approved self-transfers. Direct client↔Sber, secrets never touch the agent.
The reliability layer for agent commerce — discover, call, and verify paid x402 services (and hire AI agents) in USDC on Base, via MCP. Client-observed reliability evidence; no escrow, no token.
🤖 Drive your Coherent Gameface game's UI with a Claude/Codex plugin with an MCP server and skills
An MCP server for your *Arr stack for you to be able to communicate, find out information and also be able to do basic tasks
Expert design & marketing knowledge for AI agents — an MCP server for web, iOS, Android & macOS design: UI, UX, SEO, GEO, copywriting, roadmaps & real-world patterns.
AI image generation, vision analysis, reference editing and sprite processing MCP for Cocos Creator game development, powered by OXOXOS.
Self-hosted lab management for specialty mushroom cultivation — barcode scanning, batch / culture / harvest tracking, label printing, CalDAV sync, MCP integration. Built at meisterpilze.de.
Zero-database, internet-connected MCP server for live design intelligence and UI component synthesis.
Autonomous AI agents inside a Qubes-isolated sandbox - tag-scoped Admin API access with dom0-mediated trust boundary.
Talk to Claude, play your Teenage Engineering EP-133 K.O. II — an MCP server for MIDI control.
Given an MCP server, shows the declared ToolAnnotations for security assessments
27-week Model Context Protocol curriculum — building AI agents with tool use, context management, and multi-agent orchestration
Reference resolver for the ribosome standard: mise + MCP registry adapters, phased materialization into one reproducible lockfile.
Getly Open API & Vibe-Coder SDK — run a digital-products store entirely through your AI assistant. REST API, TypeScript SDK, MCP server, storefront widgets.
Stop copy-pasting terminal errors to ChatGPT/Claude. VibeWatch wraps your dev commands and lets AI assistants see your terminal in real-time via Model Context Protocol (MCP).
Day-zero supply-chain checker for npm + PyPI, as a local MCP server for AI coding agents. Calls check_package before installs to surface contextual anomalies.
Self-hosted MCP gateway/proxy for AI agents — OIDC auth, Casbin RBAC/ABAC, circuit breaking, PII redaction, a 42-connector catalog, and a full admin dashboard. TypeScript.
SketchUp extension that exposes MCP tools for scene exploration, semantic 3D authoring, terrain workflows, and structured model editing/measurement
Custom MCP tools that extend Unity's official MCP integration with additional editor automation capabilities.
[UNOFFICIAL] ECOUNT ERP MCP Server for Claude Code & Desktop: Automate inventory & sales workflows via AI Agents. (이카운트 ERP 업무 자동화를 위한 MCP 서버)
MCP Server for TastyTrade - Let Claude/GPT trade options for you. Iron Condor strategy builder, market scanner, position tracking.
WordPress MCP server for Claude, Cursor, Codex and Copilot. 103 typed abilities in the free plugin: posts, pages, Gutenberg blocks, media, menus, taxonomies, plugins and themes, with OAuth 2.1, safety profiles and rollback. Pro adds 968 plugin-aware abilities for Elementor, Bricks, Divi, Beaver Builder, Oxygen, WPBakery, WooCommerce, ACF and Yoast.
Delegate coding tasks to agents, collect artifacts, and verify results locally with standalone supervision skills for Claude, Codex, and Kimi automation.
pi-t3chat t3.chat extension for Pi coding agent. 50+ frontier AI models (Claude Fable-5, GPT-5.6, Gemini 3.5, Grok 4.3, DeepSeek V4, Llama 4, Qwen 3) via t3.chat subscription. TLS impersonation, dynamic model discovery, tool calling, MCP wrapper tools.
Geometric memory engine on the S³ hypersphere — quaternion drift, phasor interference, MCP server
Search LOC digital collections, browse Chronicling America newspapers with full OCR text, and look up LC Subject Headings via MCP. STDIO or Streamable HTTP.
Microsoft Qlib MCP Server - 让 AI Agent 直接调用 Qlib 做量化研究。支持数据查询、因子分析、策略回测。
MCP server for gmapsscraper.io — scrape Google Maps business data (names, phones, emails, ratings) from Claude, Cursor or any MCP client.
OmniSignal.ai – Live market intelligence & AI content strategy: trends, competitor moves, content calendar.
MCP server for running Ox Security MegaLinter via mega-linter-runner
MCP server for Zoho CRM - Complete CRM suite integration
Open-source MCP governance proxy -- authentication, authorization, audit, and a marketplace for AI tools. Self-hosted via Docker.
Selenium WebDriver MCP server for AI agents and LLM-powered browser automation
MCP server for Elba - manage voice AI agents from any AI coding assistant
MCP server for website health analysis — SEO, accessibility, security, broken links. Zero config, zero API keys.
MCP server that lets AI agents drive Electron apps — click, type, drag, screenshot, eval JS in the renderer or main process, capture console logs. 38 tools, Playwright-powered, works with any Electron app.
AI game dev studio for Unity - drive Claude Code, Codex, Antigravity, Copilot, Cursor, OpenCode and cloud models from one desktop app, behind one approval gate, with live Unity Editor control over MCP.
Official SDK for Rulecatch — AI coding analytics, monitoring, and rule enforcement for Claude Code, Cursor, and AI coding assistants
Portable hybrid (BM25 + dense + RRF) retrieval engine and a label-free evaluation harness — extracted from a personal AI-assistant memory index and decoupled to run on any source tree.
Promote music on Spotify and grow YouTube channels through AI-powered Meta and Google ad campaigns.
An open-source modeling language and static risk scanner for secure AI agents, MCP servers, and A2A integrations. Model agent boundaries before they act.
XTapDown MCP Server — 14 X (Twitter) creator tools for Claude, ChatGPT, Gemini and any MCP client
A command-line client for Huly built on huly-mcp, featuring project and issue management, search, direct MCP tool calls, and Agent Skill support.
The Most Advanced MCP Server for Unreal Editor with execute_python, prompts/resources, API discovery, screenshots, and Play-In-Editor automation.
Self-hosted browser automation you own. Record a web task once, replay it forever — as a workflow, a REST API, or an MCP tool. Runs on your box: one SQLite file, no cloud, no telemetry.
MCP server for adding inline, range-anchored comments to Google Docs — the one comment operation the Google Docs & Drive APIs can't do. For AI agents (Claude, Cursor, Copilot) that review documents.
Bridge any Model Context Protocol (MCP) server to Xiaozhi hardware. 🚀 协议级中继，原生支持三种传输方式的多服务 WebSocket 桥接器。
XUUnity MCP is a lightweight Unity MCP server for safe Unity Editor automation.
Browser companion plugin for AI coding assistants — Chrome automation MCP, in-page hint messaging, and persistent project memory across Claude Code sessions.
A desktop app for building, running, and supervising small teams of AI agents. MCP-native tools, shared workspaces, and scheduled automations.
FastMCP-based SSH bridge enabling AI assistants (Claude, ChatGPT, Copilot) to securely execute commands on remote servers. Supports STDIO & HTTP/SSE transports, OAuth 2.0/OIDC authentication, multi-host orchestration, and persistent SSH sessions.
Local-only lab: Claude builds, previews and exports WorldEdit Sponge .schem schematics via an MCP server.
A Slidev presentation and developer guide to the Model Context Protocol (MCP) by Anthropic, covering AI integration, LLM tool use, core concepts, and implementation examples for AI agents. #mcp #a
MCP server for controlling Android emulator GPS location during development/testing
MCP Server for Arvo AI Personal Trainer - Connect Claude Desktop to your training data
24 Enterprise MCP Servers for GenAI: AWS, Salesforce, HubSpot, Jenkins, Power BI + more. Production-ready AI agent integrations.
Playbooks for complex, recurring workflows — written for coding agents, shared over Git.
🔮 Control Unity & Blender with natural language. Free and open source, forever. | 自然言語でUnity・Blenderを操作。永久無料・オープンソース。
AI-powered event scraper for Taiwan medical societies—automatically extract events from hematology, oncology, internal medicine websites and sync to Google Calendar via Claude Code skill
Production-ready context database and MCP server for AI assistants. Provides code intelligence with hybrid search, call graphs, impact analysis, and semantic search for Cursor, VS Code, and Claude Desktop. Docker-first, 248 languages, auto-indexing.
Governed memory for long-lived coding agents. Trust, provenance, conflict detection. Local-first.
Model Context Protocol server for the Pakistan Stock Exchange — quotes, dividends, announcements, indices as LLM-callable tools.
MCP server and local sync package for Cosmos. Connects agents, iMessage, browser history, calendar, Claude Desktop, and shell history to a shared personal graph.
MCP server for Purelymail — manage domains, mailboxes, and routing rules from Claude Code or any MCP-compatible AI agent
MCP server & CLI for iOS/macOS .xcstrings localization — 28 MCP tools + 12 CLI commands for the full lifecycle: create → extract → translate → validate → merge → export
MCP server for Agent Blueprint — connect AI agents to your blueprints, business cases, and implementation plans
Universal MCP server package manager for Claude, VS Code, Cursor, Windsurf, Zed, and more. 3 stars.
Loupe for large codebases: focused MCP tools for code search, symbols, maps, diffs, and safe edits.
Turn SpringDoc OpenAPI into production-ready MCP tools for Spring Boot: discovery, validation, workflows, and guardrails.
TikTok Shop Affiliate Scraper. Find creators promoting any product with verified data (product name, price, sales, creator followers). Apify actor.
Production-ready MCP server for VEROQ — 52 tools for financial intelligence. Ask, verify, search, price, screen, and more.
MCP-native headless CMS with typed schemas, drafts, and a clean read API.
Apple Search Ads MCP Server — Manage your Apple Search Ads campaigns with AI through the Model Context Protocol
Unofficial Eight Sleep MCP server — give your AI agent your smart-mattress sleep trends, temperature program and alarms, with an explicit mutation gate for write actions. Part of Delx Wellness.
Build full-stack applications with an autonomous IDE using an agent swarm architecture powered by the Kimi 2.6 model.
MCP server for SuperOps.ai — unified PSA+RMM ticketing, asset, and client management tools for AI assistants
MCP server for Swiss federal law (Fedlex) — search the SR, monitor legal changes, and query BBl/treaties via Claude Desktop or Claude.ai
Published, in-production MCP server for Mendix development — RAG over Pinecone + Supabase, multi-cloud (Fly.io/Railway), CI/CD.
🏭 Coding agent CLI engineered to make any LLM — local or cloud, frontier or 7B — actually useful. 16 providers, multi-tab sessions, automatic key+model failover, plan-mode review, MCP, and recovery loops for models that misbehave.
MCP Server for Pumperly — real-time fuel and EV charging prices, station search, and route planning via MCP
Public MCP server for Landed: search AI-native jobs, prepare applications, and get interview prep from Claude, Cursor, VS Code, and any Model Context Protocol client.
SEOMonster: a local, user-credential-driven MCP server for SEO workflows over Google Search Console, GA4, PageSpeed Insights, and Cloudflare. Read-first, open source.
Local-first Garmin data warehouse with an analysis-grade MCP server. Sync once, analyze forever - even when the API is down.
A Model-Agnostic, Git-Sandboxed Multi-Agent Nexus MCP Server.
PostgreSQL-backed virtual filesystem exposed via MCP tools. Persistent, session-isolated file operations for AI agents.
FlipClaw — Flip the tables. Claude Code CLI is your primary interface. OpenClaw wraps around it with persistent memory, auto-skills, Dreaming, and 24/7 automation.
Alpine weather window analyzer — MCP App powered by Open-Meteo
Smart MCP proxy — connect N MCP servers, expose one endpoint with discover/describe/call meta-tools
MCP server that adds a fail-closed quality gate and hash-chained receipt ledger to any AI agent workflow.
MCP server for HeadHunter — vacancy search, resumes, salary stats (Russia)
MCP server for AI-assisted STEP CAD inspection, geometry queries, PMI hints, and revision comparison
Turn repeatable processes into SOPs your AI agent works through one auditable step at a time.
Read-only MCP diagnostic server for Spring Boot — point any AI agent at your running service and ask it to debug production issues.
Taplio LinkedIn MCP Server: draft, schedule, publish, and analyze your LinkedIn posts from any AI assistant (Claude, Cursor, and more). Remote MCP server at mcp.taplio.com.
MCP server for Asterisk and FreeSWITCH. Lets AI assistants inspect channels, SIP registrations, trunk status and dialplan on a live PBX.
Contribution research for agents: check repository guidance, related work, code context, and validation before writing a patch.
MCP server for Syncro MSP — tickets, assets, contacts, invoices, and RMM tools for AI assistants
Trusty Squire signs up / in to websites for you so you don’t have to.
Local developer MCP server with Streamable HTTP, OAuth 2.1, filesystem tools, commands and Git repository context.
Python and MCP tools for testing falsifiable claims and recording MATCH, DRIFT, or UNVERIFIABLE outcomes against supplied evidence.
Universal bridge between AI/LLMs and native applications using Just-In-Time Discovery
Successfully developed a Travel Planner Assistant powered by LangGraph and MCP, integrating real-time flights, hotels, weather, places, and timezone tools. Features modular MCP servers, OpenAI agent orchestration, and a Streamlit UI for end-to-end trip planning.
The Architecture Patterns Framework for Model Context Protocol (MCP) - Production-ready patterns, templates, and CLI for Python, TypeScript, Go, and Rust
MCP server for controlling Rigol DHO824 oscilloscopes via AI assistants like Claude - capture waveforms, take screenshots, configure channels, modify triggers, read measurements, and query device state
Model Context Protocol server for Cursor Admin API - instant team analytics power-up for AI assistants
🧠🤖 MCP-compliant AI agent server in TypeScript 🚀 — Extend Claude & others with 🗂️ full local File System superpowers: read, write, browse, and manage files/folders across macOS, Windows & Linux! Pre-built executables available for easy setup
MCP server for AI agents with compact project graphs, code analysis, and browser-test context.
A collaborative BrAPI v2.1 workspace for multi-agent research via MCP. Search studies, germplasm, genotypes, & more - across Breedbase, T3, Sweetpotatobase, & any BrAPI v2-compliant server.
AI image generation from the terminal — CLI, TUI, and MCP server for text-to-image with Flux, Imagen, Recraft, and more
AI Governance Infrastructure — open gateway demo. Self-hosted systemprompt.io gateway in a single Rust binary: policy, audit trails, and cost attribution on every AI request, with the Systemprompt Bridge desktop app for Windows and macOS connecting Claude Code and Claude Cowork.
MCP server giving Claude and other LLM clients structured access to the Internet Archive's Wayback Machine — 6 tools, 4 prompts, 1 resource, over stdio.
Cross-platform memory and ambient awareness for AI agents — knowledge store, alert collation, and intention tracking via MCP. Self-host or cloud.
FHIR-first, read-only MCP server for the Practice Fusion EHR — audit-logged, HIPAA-conscious.
Free local MCP hub for connecting AI clients to multiple WordPress MCP servers.
A governed control plane for AI agents — approval before action, budget before spend, receipts after every run. Local + cloud.
The universal board for AI agents — one Kanban for tasks, bugs, support, CRM & roadmap, operated by humans and agents via a built-in MCP server. Open-source, self-hostable (Next.js 16, Prisma 7, Auth.js v5).
Official TypeScript & Python SDKs + MCP integration for the Lumify sports-intelligence API: schedules, live scores, odds, betting splits, and explainable bet confidence.
Commonwealth: a multiplayer, git-backed, agent-readable second brain for teams
Plant genomics MCP server — 50 tools across 23 backends (Ensembl Plants, Phytozome, UniProt, AlphaFold DB, PDBe, InterPro, JASPAR, PANTHER, OrthoDB, AraGWAS, NCBI BLAST, Gramene, KEGG, STRING-DB, ATTED-II, BAR, …) + cross-source synthesis. stdio + Streamable-HTTP.
One-command setup for a full VS Code Copilot Chat agent-skills stack on Windows - 144 skills, 18 CLIs, 11 MCP servers, 39 fork mirrors, and a 74-site design-system library, all security-gated.
infinite token glitch - mcp server for chatgpt to use codex tools on a real machine
Find the MCP schema issues eating your context window. 156 checks. Grade A+ through F. ESLint for MCP.
MCP server for Chrome Web Store — upload, publish, status, metadata & Playwright-based UI automation
MCP server for WCAG accessibility, AEO, and AI agent security scanning. Connect Claude, ChatGPT, Cursor to Deveras scanners.
An MCP agent that funds verified ecological regeneration from AI compute usage via Regen Network
Bitcoin MCP server with 50 standard tools for fees, mempool, blocks, transactions, mining, price, and supply. Supports Bitcoin Core and compatible API backends.
Read-only document awareness MCP server for agent-ready local file context
Self-hosted MCP memory server with hybrid semantic + keyword search on Cloudflare Workers
A Laravel 12 MCP server that connects AI to Zoho Sprints — manage teams, projects, sprints, tasks, epics, and comments directly from your AI conversations.
CLI for publishing AI agents to the Renowide marketplace. One command to list, collect payment. MIT. SLSA provenance on every release.
Lightweight self-hosted CRM with a built-in MCP connector. Let Claude, ChatGPT, or Gemini run your pipeline.
Project-aware, read-only Nacos MCP server for Spring Cloud repos: auto-discovers every environment from your application/bootstrap configs. 面向 Spring Cloud 项目的零配置只读 Nacos MCP server
MCP server for reading GitLab repository code, inspired by Claude Code's Read/Grep/Glob/LSP tools. 9 focused tools for AI-powered code exploration.
Developer-focused MCP server with 22 tools for code analysis, Python editing, JSON repair, imports, encoding, Markdown/PDF export, diffs, and regex testing
Control Safari on macOS for AI agents with native MCP tools for tabs, forms, HTML, JavaScript, screenshots, and network data
Claude Computer demonstrates AI autonomy in a virtual machine with real-time streaming, research, creation, and exploration. Watch Claude navigate, interact, and learn in real time 🐙
CLI-first, deterministic architecture intelligence. Builds an offline model of your repo to answer impact, cycles, dead code, duplication and security, and enforces your architecture as a contract in CI. No LLM in the loop; usable by coding agents over MCP or directly via CLI.
A modern React-based client for Model Context Protocol (MCP) servers with AI-powered chat interface, Azure OpenAI integration, and advanced trace debugging capabilities.
Your media server has no surface for scripts or agents. jellyctrl adds one: drive Jellyfin libraries, sessions, and users from a CLI or MCP, writes gated.
Local-first temporal knowledge graph memory for AI agents. Runs with Ollama — no API keys required. Single Go binary + SQLite. Hybrid search, MCP server, REST API, interactive TUI.
Astrology MCP server & Agent Skill — birth charts, transits, synastry across Western, Vedic/Jyotish & Chinese BaZi. Deterministic zero-dependency Python engine. 18 MCP tools, 31 REST endpoints, ChatGPT Action. Free & self-hostable.
Connect AI tools directly to Perfecto's cloud-based testing platform.
Model Context Protocol server for Slite integration - search and retrieve notes from your Slite workspace
Trust infrastructure for AI agents — constitution enforcement and cryptographic receipts. TypeScript SDK.
Describe it, and it appears in Figma. 106 tools, 14 agent skills. Read, create, edit designs & manage tokens via Claude, Cursor, or any MCP client. Open source.
Turn any OpenAPI/Swagger spec into MCP tools. Zero config, zero code.
A universal multi-bridge MCP hub connect any LLM to n8n, Blender, Notion and more through a single pedagogical gateway
MCP server wrapping the Tideways REST API — query performance metrics, traces, and errors from AI assistants and Claude Code
Typed, versioned design records for engineering projects — decisions, rationale, and the roads not taken, kept as plain Markdown and driven by your agent over MCP.
Government Contracting MCP Server — AI-powered tools for federal procurement intelligence, SAM.gov analysis, and contract opportunity discovery
Native MCP servers for Android/Termux — ARM64 binaries, no dependencies required.
One offline, committed HTML dashboard that maps a repo's AI context — CLAUDE.md, AGENTS.md, Cursor rules, MCP servers, skills, agents, hooks, commands, docs, and TODOs. Markdown stays the source of truth; the dashboard is the human map.
Zero-intervention MCP lifecycle manager for every AI CLI - Zig binary + Python reference
Catch breaking OpenAPI/REST API changes in CI before they reach production
Runtime guardrails for AI agent MCP tools. Blocks dangerous tool calls at runtime with a default-deny policy proxy.
The ultimate MCP documentation server - 170+ curated repos, 11,000+ docs, full-text search for AI assistants
Autonomous AI agent runtime — TypeScript + SQLite + React dashboard + MCP. Run Claude Code, Codex, or Gemini CLI as a coordinated team that ships software.
EVM blockchain intelligence toolkit for AI agents — 23 MCP tools across 7 chains (Ethereum, Polygon, Arbitrum, Base, Optimism, Avalanche, BSC). Zero config.
First MCP Server for GLPI ITSM — Connect Claude, ChatGPT and Copilot to your IT operations via natural language
Surgical integration tool - extract features from agent plugins without bloat
MCP bridge connecting FileMaker databases to AI coding agents
Rust MCP/HTTP log aggregation platform for homelab syslog, Docker logs, OTLP ingest, SQLite/FTS search, and AI transcript correlation.
Stress-test your decisions with adversarial AI debate. MCP server for Claude Code. Skeptic vs Steelman, web-search grounded, confirmation bias attack.
An Open 3D Engine (O3DE) Gem that makes game development accessible to AI agents. Designed to work with o3de-mcp, the Model Context Protocol server for O3DE.
Persistent graph-based memory for AI agents — MCP-native, markdown-first, ~50MB RAM
MCP server that analyzes TypeScript codebases, detects code health issues, fetches system incidents, and generates actionable remediation plans. Supports dual transport (STDIO for local dev, SSE for cloud deployment). Built with ts-morph, Express, and Zod validation.
MCP server for OECD QSAR Toolbox workflows with structured outputs and PDF reports.
Bypass Cloudflare and drive a real Chrome from any AI agent — MCP server, 53 tools.
A remote MCP server that holds your MCP connections, your memory, and your tools. Agents sign in once with OAuth and get all of it, gated by the role of whoever owns them.
Turn your ASP.NET Core API into token-efficient MCP tools at build time (source generator on top of the official MCP SDK).
MCP server to search, compare, and recommend software tools. 8,400+ tools with verified pricing, G2/Capterra ratings, and real alternatives. Works with Claude, Cursor, Windsurf.
Custom domains for AI agents: hosted MCP server + REST API that lets agents connect, verify, and provision real domains — automatic DNS configuration, CNAME/TXT domain verification, SSL/TLS issuance. The domain MCP server that provisions custom domains, not just checks availability. By customdomain.ai.
The Fons agent surface — read and update your founder profile, company, product, metrics and data room from your AI assistant. Skill · MCP · CLI.
Multi-vault Obsidian MCP server — full AI operations toolset for file management, wikilinks, semantic search, frontmatter queries, daily notes, tasks, properties, templates, and more.
MCP server: diffs package versions and surfaces breaking changes for AI coding agents
Safety-first Skyrim SE/AE mod engineering workbench + MCP server for AI agents — typed plugin tools, framework validation, bounded automation.
Agent-driven Chrome and Edge automation over MCP with structured page observation, JavaScript and native browser commands, screenshots, and evidence capture.
Offline repository and workspace maps, wikis, dependency graphs, and context artifacts with file:line provenance, zero runtime dependencies, and MCP.
Research scaffold for multi-source music attribution with transparent confidence scoring. Companion code to Teikari, Petteri. 2026. “Governing Generative Music: Attribution Limits, Platform Incentives, and the Future of Creator Income.” SSRN Scholarly Paper No. 6109087. SSRN, https://dx.doi.org/10.2139/ssrn.6109087
Framework for building and managing multi-agent systems with Model Context Protocol (MCP) and LangGraph support. Features a modern React UI, JWT-secured agent communication, and dynamic LLM provider integration (OpenAI, Azure, Google). Easily create, configure, and monitor agents that connect to external tools—all from a single interface.
Personal cookbook for AI prompts - MCP Server with RAG-powered semantic search
Bizy is the first rules and logic layer that machines, engineers and business stakeholders can directly configure and understand.
Project-aware collection management based on Qdrant, including a Rust MCP, daemon and CLI: hybrid semantic, pattern and full-text (FTS5) search into single or cross-concerns collection. Dedicated collections for knowledge library, LLM behavioral rules, and an LLM scratchpad
🧠🤖 MCP-compliant AI agent server in TypeScript 🚀 — Extend Claude & others with 📊 Google Drive, Sheets, Docs superpowers! Pre-built executables available for easy installation
MCP server for SSH remote execution with AI assistants. Execute commands, transfer files, and manage Proxmox containers through natural language. Plugin-based architecture with ImageKit support for HTTP gateway scenarios.
Philosophy-grounded thinking frameworks for Claude - an MCP server providing Stoic, Cognitive, Mindfulness, and Strategic wisdom tools
Thin MCP: discovery, not mediation. A spec for MCP servers that get out of the way.
Open-source MCP-enabled transmission line calculator. Z₀, εeff, L, C, Rs, Gp for microstrip, stripline, CPWG, diff pairs, and arbitrary 2D cross-sections — driven from Python, CLI, or any LLM agent.
Skill + browser MCP for Claude Code and Codex: your app and browser reach domestic services over the real ISP while the agent stays on the VPN. Per-socket binding, per-host routing, no admin, nothing global.
AI-native CRM as MCP Server — 37 tools for contact management, pipeline, leads, follow-ups, health scores, revenue analytics, CSV import/export, GDPR (Art. 15/17). The only production-ready standalone MCP CRM. Free tier. OAuth 2.1. Hosted at crm.studiomeyer.io
Let two developers' Claude agents talk directly through an ephemeral, end-to-end-encrypted tunnel — an MCP server.
OpenAI Ads and ChatGPT Ads MCP Server for the Advertiser API
Veto MCP — gives every major AI CLI (Claude Code, Codex, Gemini, Cursor, Windsurf) a council of 49 specialist agents + 93 tools. Deterministic-first, self-learning, no API keys.
Open-source control plane for self-hosted AI Agents: registry, runs, workflows, User Tokens, A2A/MCP APIs, and reliable Runtime Worker routing.
Local-first AI advisor for Old School RuneScape: a RuneLite plugin exports your account state and an MCP server lets Claude (and other MCP clients) give personalized progression, PvM, and money-making advice. Advisor, not a bot.
Hosted email MCP server for AI agents — connect Gmail, Fastmail, iCloud, or IMAP to Claude, ChatGPT, Cursor, and any MCP client.
8 stdio MCP-серверов для SEO (xmlstock/SERP, wordstat, gsc, ywm, metrika) для Claude Code — read-only, строгий JSON, мультиаккаунт, OAuth с авто-refresh
Daedalus is a standalone terminal-based AI coding assistant that runs on your machine. It connects to local LLM servers (LM Studio, Ollama, llama.cpp, vLLM) or remote providers (OpenAI, Groq, OpenRouter, Anthropic), routes requests intelligently, and gives your AI agent access to your file system, terminal, git, web search, and codebase indexing
Model Context Protocol server that enables Claude Desktop to download files from the web with automatic browser fallback for JavaScript-heavy sites
MCP server for fetching web URLs with token estimation, caching, and intelligent routing. Built for AI agents.
The persistent home a stateless AI agent can't host for itself — register once, resume your whole self in one call; real browser; cited deep research; hire real humans for physical-world tasks; free keyless chat + ID portraits. MCP + REST, x402 on Base, free to start.
First MCP server for Mercado Libre and Shopee affiliate tools. Built by Andre Hocsis.
MCP routing proxy for Claude Desktop — local Ollama model switching via LiteLLM
Headless, client-neutral MCP server for governed SAP ABAP development through ADT
Explore a community-maintained list of remote Model Context Protocol (MCP) servers. Find, learn about, and check the reachability of MCP-enabled services.
Scalable MCP backend optimized for Claude Code and Claude Desktop — secure, low-latency, plug-and-play.
Local MCP server that extracts high-level Git repository context for AI coding agents
Step-by-step setup guide for the WordPress MCP server with Claude Code — Application Passwords, REST API config, critical bin entry point bug workaround (v3.1.13), and verified .mcp.json configuration. By TheGEOLab.net
Official Outscraper MCP server for AI agents: Google Maps scraping, business data enrichment, lead generation, reviews, contact discovery, web search, and AI web scraping.
Code-first, agent-first 3D video animation framework and studio, built on Three.js and WebGPU. One scene DSL authored in code, by an agent over MCP, or visually, rendered identically live or headless.
MCP server that combines Read+Edit operations into single tool calls — 80-95% fewer tool calls for multi-file refactoring
Security proxy for MCP servers. Catches indirect prompt injection attempts before they reach your AI agent.
Multi-cluster Kubernetes MCP server - query any connected cluster with natural language via Claude or VS Code. Deploy a lightweight agent per cluster, talk to all of them through one MCP endpoint.
Private, signed work receipts for AI agents. Local-first MCP server with EIP-712/Ed25519 proof, replay protection, and optional AIPOU rewards on Base.
MCP server for PeopleForce HR — Claude, Cursor, and any LLM client. 27 read-only tools by Empat.
WhatsApp MCP Server — Connect Claude AI to WhatsApp via Model Context Protocol (stdio & Remote HTTP/SSE)
Native, local-first MCP bridge for safe, editable procedural materials in Material Maker 1.7 and Godot 4.7.
MCP server for searching your local OpenCode conversation history
MCP server for Datto RMM — device management, monitoring, alerts, and patch status tools for AI assistants
MCP server for self-hosted Overleaf Community Edition — real-time edits via Overleaf's native OT pipeline. Alternative to git-bridge for AI coding agents (Claude Code, Cursor, …).
Read-only local MCP server for explaining Microsoft Intune policy assignments
MCP server for Bruno: an AI agent authors, reads and runs .bru and .yml API collections. No bru CLI, byte-parity with Bruno. Claude, Cursor, Codex.
Agency-grade MCP server for WordPress Elementor — multi-site management, safe Elementor data editing, template export/import, version tracking. MIT.
Pixel-level browser automation MCP server — drive a real Chrome with screenshot + xdotool, no CDP, no navigator.webdriver. Pairs with hermes-agent, Claude, Codex, or any MCP client.
EVOKORE-MCP — a multi-server Model Context Protocol aggregator with skill discovery, HITL approval, RBAC, session continuity, and an opinionated orchestration framework.
Production OR-Tools optimization service exposing 11 tools across 4 intelligence levels (scheduling, routing, packing, sensitivity, robust, stochastic, Pareto, prescriptive). Dual-stack MCP + REST.
CCU-AI-MCP: MCP-Server für OpenCCU/Homematic IP CCU. Ermöglicht KI-LLMs Zugriff auf Smart-Home-Daten und -Steuerung via konfigurierbarer HM-Skripte.
MCP Server & TypeScript SDK for Kapruka.com - Build AI shopping agents with Claude Desktop, Cursor, and any MCP client. 15 tools, offline mock mode, React hooks.
Linter for MCP (Model Context Protocol) config files. Python, CLI + library. Supports Claude Desktop, Cursor, Cline, Windsurf, Zed.
Claude reads your Whoop biometric data via MCP — recovery, sleep, strain, HRV, workouts. OAuth relay (no Whoop app registration), local SQLite cache.
Bridge React’s Profiler API to Model Context Protocol (MCP): a local companion server + browser collector so agents answer performance questions from real render data.
MCP server for Proxmox homelab — 65+ tools across 17 domains. Manage VMs, Docker, media stack, monitoring, storage, and networking from AI assistants.
Description: Local-first pre-commit policy guard for AI-agent repositories. Website: https://pypi.org/project/aigenguard/
MCP server for Feedbagel: search RSS feeds, follow them, and route new entries to webhooks. 18 tools, stdio, API-key auth.
🏀 Modern async & typed Python SDK for FFBB public data (clubs, competitions, standings, lives) and Meilisearch search — the data layer behind the FFBB MCP Server.
Own your AI memory, don't rent it. A native Claude Code skill AND a standalone, zero-dependency MCP server over one local SQLite file. git clone and go — full-text knowledge graph, plain-markdown, you own the data.
Unreal Engine plugin for the DCC Model Context Protocol (MCP) ecosystem
Model Context Protocol is an open, JSON-RPC 2.0 protocol from Anthropic that standardizes how AI applications (hosts) connect to external systems via servers that expose tools, resources, and prompts.
A small, self-hosted MCP server that gives Claude read/write access to your Google Sheets
Transactional MCP server for creating, editing, validating, previewing, and rendering Shotcut projects.
AI Architect Codebase: cross-platform code intelligence MCP for Claude Code, Codex, Gemini, Cursor, VS Code, and Zed. Tree-sitter AST to LadybugDB graph, hybrid search, and impact analysis.
Read-only MCP server exposing a Roblox game portfolio to Claude: live stats, history, Open Cloud analytics, and a Claude-classified Discord feedback digest.
Browser-backed MCP server wrapping mcp-atlassian with Playwright SSO auth for Atlassian Server/Data Center
Multi-agent Playwright MCP server with tab group isolation — multiple AI agents share one Chrome browser
MCP (Model Context Protocol) server for Grafana - TypeScript/npm implementation with 43+ tools for dashboards, alerts, incidents, and observability
MCP server for Tencent Ads Marketing API v3.0 — 358 tools
Multi-layer agent memory MCP server — working, episodic, semantic, procedural & affective — for Claude Code and any MCP client.
Runner-up, Solo.io 2026 MCP & AI Agents Hackathon (Building Cool Agents track) — federated MCP servers on Kubernetes for medical-data AI agents (kagent + kgateway + m3 + agentregistry + ArgoCD).
MCP server for Azure DevOps integration - enables Claude to manage work items, projects, and boards through natural language
MCP server for SaaS pricing data from ComparEdge.com — connect Claude to real-time SaaS pricing, ratings, and comparisons
Toolkit no oficial para la Penca Antel Ovación: SDK tipado, CLI y servidor MCP. Pronósticos, grupos, ranking y más desde la terminal o tu agente LLM.
Read-only Model Context Protocol (MCP) server in Swift for browsing, searching, and retrieving metadata/images from macOS Photos.
Zero-auth MCP server with everyday developer utilities: base64, UUID, hash, JWT decode, cron, timestamps, JSON, regex
Small MIT-licensed runtime for bounded LLM traversal, inspired by FPF and focused on practical agent behavior.
Expose web-only GPT Pro (and any ChatGPT model) to MCP clients via your real, logged-in browser
Cloudflare Workers MCP server for Grok with HTTP requests and persistent cookie sessions for web and authorized CTF workflows.
MCP-сервер для VK Ads — управляйте рекламой (кампании, группы, объявления, статистика) из Claude, Cursor, Codex и других AI-клиентов.
AI-native terminal & SSH client — built-in DeepSeek Harness to launch agents in TUI or embedded Web UI, plus SFTP, serial/Telnet and MCP server.
Claude Code skill + CLI that lets an AI agent drive Rider's MCP debugger to debug a running Unity Editor at runtime, no session restart needed.
Model Context Protocol (MCP) integration between Cursor AI and Figma
Unofficial local MCP servers for Genspark image and video generation
Blender MCP server for AI 3D creation, automation, and VRChat avatar workflows
MCP server for Yandex Webmaster — SEO, indexing, search queries (Russia). Part of WWmcp — 114 MCP servers for emerging markets.
MCP server for 402 Index: discover 15,000+ paid API endpoints across L402, x402, and MPP
MCP server for Celery Flower — monitor workers, manage tasks and queues from any AI assistant
Enhanced Cursor CLI Agent integration for Emacs - Interactive AI assistant with session management, model selection, and MCP server support
An open interchange protocol for portable, governable, and auditable memory across AI agents
Autonomous AI chief-of-staff agent built on Claude Code. Multi-tenant template — blank Ubuntu VPS to a Telegram-reachable agent in under an hour. Memory, sub-agent swarms, observability, voice.
59 MCP servers for React + TypeScript automation — component scaffolding, CRUD feature factory, WCAG checks, test gen, TS enforcement, render/perf analysis, CRA→Vite migration, legacy analysis. npx-installable.
The complete TRON infrastructure layer for AI agents. 55 tools, 30 prompts, 21 resources. Buy energy, send USDT, swap tokens, simulate transactions — all with automatic resource optimization. One config line.
Chat with your Proxmox VE cluster. An MCP server to list nodes, VMs and LXC, control lifecycle and snapshots, safely. By SoyRage Agency.
MCP server for Flux AI image generation and editing via Ace Data Cloud.
MCP server for ByteDance Seedream image generation and editing via Ace Data Cloud.
Local-first multilingual memory for Codex, Claude Code & MCP — auditable Qdrant recall, project isolation, and a single-instance desktop tray.
SAP HANA meets modern Python. Rust-powered driver with zero-copy Arrow, native Polars/pandas support, async pooling. Includes MCP server for AI assistants.
MCP-native pay-per-tool-call micropayments for AI agents (Solana + USDC + x402)
MCP server for the CDTM Community Portal — search CDTM students & alumni from Claude Code in natural language
MCP server for Rundeck - Runbook automation and job scheduling
MCP bridge connecting Claude Desktop, Claude Code CLI, and Chrome Extension. Skills, hooks, autonomous dev loops, and inter-agent communication.
MCP server for Obsidian GraphRAG, agent-ready context, preview-only planning, and safe repo handoffs
MCP server for Azeth — smart accounts, payments, reputation, and discovery tools for AI agents
Less admin, more games. AI agent tools for Codecks.io — CLI-first for token efficiency, 52 MCP tools for power users. Also a standalone CLI and Python API.
This open-source curriculum introduces the fundamentals of Model Context Protocol (MCP) through real-world, cross-language examples in .NET, Java, TypeScript, JavaScript, Rust and Python. Designed for developers, it focuses on practical techniques for building modular, scalable, and secure AI workflows from session setup to service orchestration.
ADIF MCP server — AI-agent access to Amateur Radio logging per ADIF 3.1.7
APAI is an open protocol for describing, documenting, and validating artificial intelligence systems.
Persistent, shared memory for AI agents - so they stop forgetting and stop colliding. Markdown-native, on-prem, auditable. Speaks MCP.
MCP server that turns text prompts into premium iOS mobile UI mockups (PNG + HTML). Powered by Claude (Opus 4.7) + Playwright. Two backends: local CLI or Anthropic API. MIT.
Four local, file-based MCP servers for solo devs/vibecoders: persistent memory, session handoff/resume, file checkpoints, token-efficient project briefings. Works with any MCP client.
MCP server that gives AI assistants access to a Kali Linux Docker environment for security testing
MCP server for the Gomag Public API — AI-powered e-commerce management with full audit logging
A curated collection of resources, tools, and frameworks for building, developing, and deploying AI agents. It also provides a list of learning resources about agents, frameworks, MCPs, and everything related to AI agents.
An MCP server that lets an AI agent observe and control a KDE Plasma 6 / Wayland desktop via AT-SPI, KWin Scripting, and libei — accessibility-tree first, screenshots as fallback.
桌面 AI 語音輸入 (Desktop AI voice typing)：按快捷鍵說話，文字即落入焦點輸入框。MCP-native · BYOK · Windows/macOS
FastMCP gateway for homelab agentic tools: search, fetch (Crawl4AI + Camoufox stealth), doc/PDF/video ingestion, GPU Whisper STT. One endpoint, every agent benefits.
Remote MCP server for sailing navigation — wind/wave forecasts, tides, currents, marinas, bridge schedules and live AIS. Stateless, multi-tenant (users bring their own API keys).
NCypher — honest, context-specific triage of non-coding regulatory variants in paediatric DMG. Built with Claude: Life Sciences (Researcher track).
Persistent memory for AI coding agents. MCP server that gives Claude, Cursor, and Windsurf institutional knowledge across sessions
MCP server that gives AI coding assistants production-grade engineering standards — SOLID, testing, architecture, CI/CD — for Claude, Cursor, Copilot, Windsurf, Cline & Aider
Agent skills that teach an AI assistant to trade futures through the NinjaTrader MCP servers.
A memory for your AI coding assistant. It keeps what you tell it and hands the right note back at the moment it matters. Runs entirely on your own machine.
Production-grade Codex skill for official Unreal Engine 5.8+ MCP integration.
Control Aspen HYSYS from Claude Code / Claude Desktop via MCP. 51 tools with a safe mode gate (read-only by default), real-machine verified on HYSYS V14.
An automated benchmark and public leaderboard for Model-Context Protocol (MCP) clients. Test your client and see how it ranks!
Official MCP server for Surfa Analytics - Query your analytics data in natural language with Claude, ChatGPT or your chosen LLM/Agent
Governance for AI-written project docs — verify, catch drift, keep them code-grounded, enforce in CI. Zero-dependency, OKF-compatible.
Broxy fronts multiple upstream MCP servers as one, aggregates capabilities across protocols, and exposes only what presets allow.
MCP server for ProductPlan - enables AI assistants to interact with roadmaps, OKRs, and discovery features
A complete Model Context Protocol (MCP) server for Keycloak 26.x
Forgewisp — safe, function-calling AI agents for the browser. Register your own functions as validated tools, with risk-tier execution, OpenAI-compatible streaming, dual reasoning streams, and an audit log. Runs entirely client-side.
Bidirectional ORM schema conversion across 11 formats (SQLAlchemy, Django, Prisma, etc.)
Control Ableton Live from an AI assistant. 104 tools for building, editing MIDI, mixing, and mastering in a running Live set. Typed, tested on Live 12.
Salesforce Org Intelligence for AI agents - a read-only, offline, source-available MCP server and CLI answering metadata, dependency, permission, Apex and Flow questions grounded in real retrieved org metadata.
Mount MCP servers as filesystems to access reads via standard file commands and perform writes through a CLI tool.
CLI tool that provides AI-powered code review at the commit level. Works with local git history—no PRs required. Acts as an MCP host orchestrating tools to gather project context, enabling specific, pattern-aware feedback rather than generic suggestions.
One shared Markdown file that AI agents take turns writing to — context, decisions and progress all live in the file, so any agent can pick up the work without you summarising the last chat. Single binary: CLI + MCP server + live Web UI
Cloudflare AI Search toolkit: MCP server, streaming /ask Worker, docs widget, and git-to-R2 corpus sync. AGPL.
Auto-updated index of MCP servers shipping on GitHub, refreshed every 15 minutes
Context injection for AI agents, triggered by the codebase itself
Zero-overhead MCP proxy for AI coding agents — transparent wrapper gives subagents MCP access without loading schemas into the main context
MCP server for web scraping that actually works. Extracts clean, LLM-ready markdown from any URL — even Cloudflare-protected sites.
MCP server for Gandi LiveDNS — manage DNS records, domains, and zone snapshots from Claude Code or any MCP client.
Secure MCP server for on-prem Microsoft Exchange (EWS) with tools for email, calendar, contacts, folders, attachments, and free/busy availability.
MCP server that gives Claude a persistent master résumé, real ATS keyword scoring, and clean PDF/DOCX export — tailor your CV to any job automatically.
Manage your Anki collection from the command line or an LLM agent, without opening Anki.
Security, cost, and health governance proxy for MCP infrastructure — YAML policy engine, OAuth 2.1/OIDC, web dashboard, mTLS, semantic shell analysis, STRIDE threat model
One persistent MCP terminal your AI drives — and launches other coding agents (Codex/Grok/Composer) into. SSH, containers, and REPLs nest as text you send in. tmux-backed, token-reduced reads, headless over MCP.
Unofficial MCP server for Google Ads — campaign management, keyword/bid optimization, budget control, daily reports. Local-first, OAuth-based, mutations gated by env var.
AI reply assistant for X (Twitter) — OpenAI, Grok & Gemini, 8 personas, tweet translator, smart thread context. BYOK, no subscription, open-source Chrome extension.
🎬 MCP server that records narrated, subtitled tutorial videos by driving a browser with Playwright — captions burned in + .srt sidecar.
Open-source MCP server for coordinating multiple LLM agents in shared rooms with persistent transcripts and semantic search
Persistent engineering memory for coding agents over MCP.
Apple Health MCP server: query 190 HealthKit metrics from Claude, ChatGPT, Cursor, OpenClaw, Hermes & any AI agent — zero-dependency, local-first.
Convert between CSV, JSON, YAML, Parquet, Avro, and Protobuf data formats
Control QSC Q-SYS AV systems over the QRC protocol — CLI, TypeScript client, MCP server for AI agents, and a notarized Q-SYS Designer-on-Mac app. Zero QSC code; works against a real Core or Designer Emulate mode.
Complete MCP server for the Google Play Developer API. 150 tools covering the full Android Publisher API v3 and Play Developer Reporting API v1beta1. Works with Claude, Cursor, VS Code Copilot, Gemini CLI, and any MCP client.
Planning framework for Claude Code agents — sprint/epic/story protocol, four-agent loop (architect/developer/qa/reporter), Karpathy-style awareness wiki.
MCP server middleware for aiogram Telegram bots — expose your bot to AI agents via the Model Context Protocol
Official MCP server for the Wavix communications API: voice, SMS, 2FA, and more for AI agents.
Vibrant Depth UI component library for Laravel + Livewire + Alpine.js + Tailwind CSS
An MCP server for Unity that lets AI verify implementations by performing tap, drag, and flick operations on the Game View.
MCP server for The Colony (thecolony.cc) — collaborative intelligence platform where AI agents and humans share findings, discuss ideas, and build knowledge together. 7 MCP tools.
Parallel video rendering with live dashboard, GPU auto-detection, and stream-copy concat. MCP server with 7 typed tools for AI agents, a Claude Code skill, and a CLI.
.NET bindings for VMware VIX API with Model Context Protocol server for AI-driven virtual machine automation
The local-first brain for coding agents: project memory + workflow intelligence + lossless ~50% context savings. MCP server + LLM proxy, zero cloud.
Teach any AI agent how you use an MCP server – Soft-Landing to your AI integrations
Free, local, open-source MCP server that audits your ClickUp, Slack & Teams for what fell through the cracks — stale tasks, dropped promises, decisions lost in DMs. No account, no telemetry. Works in Claude, Cursor, Codex, Cline, Zed.
MCP server for Solana ICO management supporting multiple simultaneous ICOs with configurable bonding curves (fixed, linear, exponential, sigmoid, custom). Order management, sell fees, rate limiting, JSON-driven ICO creation.
MCP server for Bitbucket Cloud API - Pull requests, pipelines, code review tools
The package manager for AI coding agent extensions. Discover, install, update, optimize, and roll back skills and MCP tools across Codex, Claude Code, Cursor, and more.
Long-term memory MCP server for AI coding agents. SQLite + FTS5 + vector search, CodeGraph, error learning, compaction survival. Beats Mem0 on benchmarks. No cloud, no API key.
Local-first AI desktop workbench with chat, documents, agents, skills, pipelines, channels, and MCP servers.
MCP server for Jira & Confluence — 23 tools, 15 resources, 5 prompts. Sprints, agile boards, attachments, calendars, time-off, sprint capacity.
The project brain for AI coding agents — persistent memory + sprints + decisions + KB delivered via MCP. 20 tools, MIT licensed. Works with Claude Code, Cursor, Codex, Antigravity, Gemini CLI.
Bidirectional synchronization service between Huly and Vibe Kanban using Model Context Protocol (MCP)
Universal Tool Calling Protocol (UTCP) implementation for Zig. A vendor-agnostic standard for LLM-tool integration supporting HTTP, CLI, MCP, SSE, WebSocket, and more
Open-source AI agent memory dashboard and MCP memory template with Supabase pgvector recall, Mem0, Optimization Kit, and Memory File Sync Kit for Claude, ChatGPT, and Cursor.
Offline Diablo II: Resurrected toolkit for save editing, character creation, creating your own mods, and MCP integration for agentic clients. Linux/Steam Deck first.
Static MCP: your tools are files, not servers. Hash-verified static skills executed sandboxed on demand (QuickJS-wasm on Cloudflare Workers) + llms.txt gateway
Read & write ABAP in SAP from Claude, Cursor or any MCP client, over the standard ADT API. Read-only by default.
CodeGraphX (CGX) — a local, token-efficient codebase graph engine & MCP server for AI coding agents. Tree-sitter parsing, a bi-temporal SQLite semantic graph, O(1) symbol lookup, and impact/blast-radius tracing so agents answer 'what breaks if I change this?' in a few hundred tokens.
A curated, daily-updated list of awesome resources, tools, SDKs, papers, and projects for Anthropic & Claude AI
AI-agent-controllable desktop genome and transcriptome viewer. Native MCP server (43 tools) and embedded HTTP API let LLM assistants observe, drive, and analyse alongside the user. OpenGL rendering, 50+ built-in analyses, unified chromosome- and transcript-space (ribo-seq, direct RNA, long-read). Linux, Windows, macOS.
Agent-first SSH orchestration MCP server: persistent bash sessions, hash-protected remote file editing, SFTP, SSH tunnels, and multi-host orchestration. Built on AsyncSSH + FastMCP with an in-process connection pool shared across every tool. Windows / macOS / Linux.
堪舆 (Kanyu) — AI-native geospatial operating system in Rust. GeoArrow memory model, MCP neural interface, self-evolving WASM genes.
Give any AI agent eyes and hands in your real, logged-in Chrome — via MCP. Zero dependencies.
MCP server for Archicad automation via the Tapir JSON API. Script-first architecture with async Python execution, multi-instance discovery, and full-text command search.
Self-hostable Model Context Protocol (MCP) server that turns folders of skills & agents into tools any MCP client can discover and run. FastAPI + Next.js, deployable to Hugging Face.
MCP server that lets an AI agent read and edit FigJam boards through a local Figma plugin — no REST or Dev Mode quotas.
Local MCP server with safe tools for files, Git, browser checks, prompt improvement, skill routing, Notion, Obsidian, RAG, and personal AI workflows.
Undetected browser automation MCP server - a stealth, anti-bot-resistant alternative to chrome-devtools-mcp for Claude, Cursor and AI agents. Powered by nodriver (bypasses Cloudflare/WebDriver detection). 65 tools, plus several isolated browsers at once so parallel agents never share a session.
AI-assisted Jira automation that generates tests, runs them in Docker, opens PRs, and reports results back to Jira via MCP.
Web search that doesn't wreck your AI's memory. MCP server with anti-context-flooding protections.
Timeline visualization generator with MCP server for AI assistants - create stunning timelines, Gantt charts, and roadmaps from simple configs
MCP server giving LLM agents access to databases, files, graphs, and a full data science toolkit — 52 tools across 13 database types and 20+ file formats
MCP server for SQLite — query databases, inspect schemas, explain queries
AI가 자동으로 축적·관리하는 정규화된 업무 맥락 저장소 — 구성원의 AI에게 필요한 맥락을 주입해, 모두가 편차 없이 최상의 AI 성능을 씁니다 · A work-context store that AI accumulates and maintains, injected into every member's AI
Model-agnostic multi-agent orchestration built on CrewAI. YAML-driven agent and MCP catalogs, dynamic LLM planning, sessions, and pluggable execution — mix Ollama, OpenAI, Anthropic, HuggingFace, and your own tools without rewriting orchestration logic.
MCP server for developer environment diagnostics and PostgreSQL query and index analysis.
Model Context Protocol server for fetching URLs from Claude, Cline, and other MCP clients.
Nexus AI - The central hub for AI conversations. Native desktop chat app with multi-provider support (Gemini, OpenAI, Groq), MCP tool integration, and multimodal capabilities. Built with Tauri v2, React 19, and TypeScript.
Open source design system for Angular — and any framework via Web Components. W3C DTCG design tokens as a single source of truth for Figma and code; ships an MCP server for AI assistants. 簡素 — simplicity through elimination of excess.
A neutral context layer for AI coding tools. MCP server that exposes structured, curated project context to any MCP-compatible client.
MCP server for the InvGate Service Desk API — exposes InvGate Service Desk operations as Model Context Protocol tools.
Model Context Protocol (MCP) server that enables Claude to perform comprehensive security audits on Solidity smart contracts using Slither, Aderyn, and built-in pattern detection
Developer tools, docs, and examples for Skales - the local AI Desktop Agent. Agent Skills, API reference, MCP servers, provider guides.
A comprehensive MCP (Model Context Protocol) server for ML model training, fine-tuning, and experimentation. Transform your AI assistant into a full ML engineering environment.
MCP server: inspect, manage, kill local dev servers. Stop guessing what's on :3000.
MCP server for Botwallet — Give any AI agent a wallet via Model Context Protocol. FROST threshold signing, x402 paid APIs, spending guard rails.
MCP server for Jira with scoped API tokens — the only server that supports Atlassian's modern authentication
MCP server & CLI for Telegram Bot API. 166 methods, Rust, rmcp.
MCP server for NowSecure Platform: pull remediation findings and generate clean PDF reports, bypassing the broken UI report renderer.
Enterprise MCP server for Sigma Computing. Provision dashboards, build models, and automate cloud analytics. (Not official/affiliated with Sigma Computing, Inc.)
MCP server for Victron VRM cloud API — remote access to solar, battery, and ESS data. Streamable HTTP, MCP Connector compatible.
Rust server for managing cron jobs over UI, REST, and MCP interfaces, synced to your OS crontab
MCP server + desktop app for the Defold game engine: AI agents can build, bundle, run, hot-reload and inspect Defold projects, drive the running engine, and search the API reference
Let an AI coding agent drive the Unreal Editor (PIE, input injection, logs, state, perf) for closed-loop agentic self-testing. UE plugin + Python MCP server. Windows.
MCP server that lets any agent discover, install, and run DeepSeek Harness plugins (topic: dsh-plugin).
A multi-profile proxy for the AWS MCP Server: opens one SigV4-signed connection per AWS profile and adds a profile argument to every tool, so a single client connection can reach multiple AWS accounts. Needs no config file, no uvx and no mcp-proxy-for-aws.
Local-first shared memory and task coordination for AI coding agents. One Go binary, MCP server, markdown files you own. Hooks for Claude Code and Codex CLI (and their desktop apps).
Diagnose, secure, and benchmark your MCP servers. Zero-config CLI for Claude Code, Cursor, VS Code, and Windsurf.
MCP server that gives AI agents persistent memory -- briefings from GitHub, Discord, and past sessions
MCP server that offloads cheap work from your cloud LLM agent to a local Ollama model — summaries, drafts, extractions, first-pass reviews — at zero cloud cost.
A comprehensive AI toolkit for Claude Code featuring multi-language agents, reusable skills, and MCP services to supercharge your development workflow
Knowledge marketplace where AI agents autonomously buy human expertise
Webhook orchestrator with AI agents and native MCP tools. Recipes connect any webhook to any MCP server. BYOK, self-hosted.
MCP server for Google Search Console - index status, URL inspection, request indexing, sitemap submission and search analytics for Claude and other AI agents.
A lightweight MCP server for LinkedIn automation. Supports profile, job, company and post scraping. Enables post creation, reactions and media upload for agent workflows
An MCP server that manages the state of a chess game for LLMs/agents. It intentionally does not suggest moves.
Self-hosted personal AI assistant on Telegram. Powered by OpenCode + Claude Sonnet (free big-pickle). OpenClaw skills compatible. SQLite + MCP live memory with optional Ollama vector search.
Codex Vision is a macOS-only Codex plugin that lets a local Codex session request live camera frames through an explicit MCP tool. It packages a native AVFoundation capture app, compliant plugin metadata, install scripts, and docs so Codex can clone, build, install, and use laptop-camera vision without cloud camera services or browser hacks. Local.
MCP server to monitor & manage a Synology DSM 7 NAS (71 tools) and build dashboards in chat.
A Roslyn analyzer that catches prompt-injection and tool-poisoning in C# Model Context Protocol (MCP) server tool descriptions at build time. MCPGxxx diagnostics, code fixes, and a CI gate.
Official Model Context Protocol server for WireBoard. Query your analytics in conversation.
A comprehensive MCP server for SA-MP server development and management
ros2 ros robotics mcp model-context-protocol android ai llm debugging rclpy jetpack-compose kotlin python developer-tools robot
Nine open-source AI projects. One operating system. One Control Room. opencode + hermes + openclaw + CrewAI + claude-code + LifeOS + Fabric + Ponytail + Ruflo — auto-configured, self-healing, Docker-ready.
Chrome Extension for .faf — extract AI context from any GitHub repository. Approved in Chrome Web Store
Turn any OpenAPI/Swagger API into an MCP server with real OAuth2 support. Multi-spec gateway for Claude, Cursor, Codex, and other MCP clients.
MCP server for Victron GX devices — real-time solar, battery, grid, and inverter data over Modbus TCP + MQTT. Local LAN, no cloud.
Enable direct AI control of the Unity Editor for scene inspection, material editing, testing, and performance profiling without extra setup.
Stop your AI agent from rebuilding what already exists. An opinionated MCP server that checks GitHub, npm and Python repos for maintained alternatives before you scaffold.
Transparent MCP proxy for agent observability. Logs every tool call, exposes trace history, reduces token overhead.
Turn any .NET test-automation solution into a queryable map in one SQLite file — features, steps, API clients, page objects, and their dependencies. Zero config, no AI, no network, 100% deterministic.
Model Context Protocol (MCP) server and client SDK that provides AI assistants with access to OOREP (Open Online Repertory) - a comprehensive homeopathic repertory and materia medica database.
Read & analyze any kleinanzeigen.de listing from any AI system — MCP server, function-calling schemas, Claude skill & CLI. Dealer detection, damage flags, view counts, price tracking. Zero-dependency.
Autonomous Android AI Agent — Controls your phone screen like a human using AI vision + MCP remote control
Your AI assistant's favorite to-do list. LystBot is a smart list app where AI agents are first-class citizens. Manage shopping lists, to-dos, packing lists and more - from the app, CLI, or any AI agent via API and MCP. Built for humans who let their AI handle the groceries.
Prototype Model Context Protocol (MCP) note-taking system with intelligent auto-tagging powered by local LLMs. Full MCP specification compliance, JSON-RPC 2.0 transport, and robust error handling with graceful fallbacks.
MCP server for reading and writing Obsidian vault documents via EVC Team Relay
Generate AI context files from your codebase's actual conventions. Not what agents already know — what they keep missing.
Qobrix CRM MCP server — 64 tools, RESO DD 2.0. Connect Claude.ai, Dust.tt, Cursor, and other MCP clients to live real-estate CRM data. Modes A/B open source; Mode C/D via SharpSir Enterprise OAuth.
Open-source Model Context Protocol server for PrismHR + agentic AI. Maintained by Simploy.
The license-first image layer for AI agents and humans. 24 federated providers · CC0/CC-BY/PD-first · MCP native · Chrome extension · Python + TS SDKs.
Official MCP server for OpenGolfAPI — 49 tools: golf course data, scoring, competitions, identity. Free tier, no key needed.
Local, deterministic code intelligence for developers and AI coding assistants — cited answers about symbols, callers, references, routes, and change impact, without dumping your repo into a context window.
A hackable, local agent harness in pure Python. Claude Code–style tools, MCP, skills, subagents. Works with OpenAI, DeepSeek, Qwen, Ollama.
Open-source, self-hostable platform for agencies to build & run all their client sites: code-first authoring with live in-place editing, a built-in CMS, i18n, rich interactive components, and framework-free static publishing — plus an AI assistant + MCP so coding agents can build & edit your sites.
Persistent Project Context for Rust MCP clients — IANA-registered .faf format · Rust-native MCP server
MagicTeX — a LaTeX editor for AI agents (Claude Code): live PDF preview, PDF comments that drive edits, Visual (WYSIWYG) mode, and git-tracked history. No local TeX install.
A MCP server for CaddyUI, allowing LLM control of the centralised management system.
MyCase MCP. Connect Claude to your MyCase legal practice management system. Ask Claude to look up cases, find contacts, check your calendar, review billing — all without leaving your conversation.
One MCP stdio endpoint for a whole toolchain — GitHub, GitLab, cloud, mail, browser and research tools — with capability-gated dispatch, a machine-checked ABI, and cartridges fetched on demand from boj-server-cartridges. Zero runtime dependencies.
Connect VS Code Copilot and Claude to IBM i / AS/400 via the Model Context Protocol
AI Citation Toolkit — 14 MCP tools to audit, score, and rewrite web pages for AI-citation eligibility (AEO/GEO/LLM visibility). Read-only, no API keys, works in any MCP client.
MCP server for revmng: revenue-management decisions for AI agents: seat protection (Littlewood, EMSR, exact DP), overbooking, pricing, group, length-of-stay, network bid prices, and charts.
A powerful MCP server for SQL Server — schema discovery, query execution, DDL, stored procedures, performance diagnostics & more.
JSON-driven E2E test runner with parallel execution, Chrome pool, and Claude Code MCP integration
A curated collection of 100 free and open-source Model Context Protocol (MCP) servers with complete documentation.
Open-source MCP servers for Twitter, Bluesky, LinkedIn, Google Ads, and Hacker News — let AI agents interact with real-world platforms
Workflow-oriented Kubernetes MCP for AI agents. Deploy, diagnose, and operate clusters with less manual kubectl.
Go semantic tools for the MCP server built into GoLand: 24 tools that answer questions about Go code through the type system, not text search
Sync your MCP servers, Agent Skills, and AI rules across Cursor, Claude Code, Cline & more in one click.
Control Adobe After Effects with AI — describe the animation you want and it gets built: layers, keyframes, effects, expressions and text, all editable afterwards.
MCP servers connecting Claude to Lawmatics, DecisionVault and WealthCounsel. Read and update your CRM, client intake and matters by asking, inside Claude Code. Runs locally so privileged client data never leaves your machine. Built by Irfad Imtiaz at My Legal Academy.
MCP server for creating custom VS Code chat modes for specialized development workflows
Dishka dependency injection for FastMCP tools, resources, and prompts with request scopes and deterministic finalization.
Semantic code search for your repo, as a CLI and an MCP server. Bring any OpenAI-compatible embedding model. Zero dependencies.
MCP server exposing finvariant's deterministic financial-statement integrity checks (footing, the accounting equation, cash-flow tie-outs, articulation) as tools for AI agents.
Give any AI assistant real architectural understanding of a codebase — local, private, zero-config MCP serve
🔮 An MCP server for discovering skills, plugins, and MCP servers in Claude Code
AI-powered collaborative canvas and remote MCP server on Cloudflare Workers
Local-first MCP server that gives sandboxed Codex a narrow, auditable Git workflow surface.
阿里云日志MCP，让你的AI Agent帮你分析线上报错！支持Agent侧并发调用工具！Alibaba Cloud Log MCP: Let your AI Agent analyze production errors for you! Supports concurrent tool calls on the agent side.
90-tool MCP server for software supply chain security — OSV, GHSA, NVD, EPSS, CISA KEV, npm, PyPI, crates.io, RubyGems, NuGet, Packagist, Go, deps.dev, Scorecard, Rekor, ClearlyDefined, Repology, typosquatting detection
OpenAPI/Swagger → MCP server. One Go binary, three transports, pluggable auth. Built on GoFr + mark3labs/mcp-go.
An MCP server that lets an AI agent safely build, boot, drive, and tear down a single QEMU VM through a validated hardware spec — with allowlisted storage, a command policy, and a browser viewer. Ships in TypeScript and Rust.
Open, self-hosted, single-user SEO, AI-search (AEO), and analytics suite you run from your own LLM over MCP. A fork of SerpBear (MIT).