AI & Agents
1,826 servers · Agent frameworks, workflows and orchestration — build autonomous assistants
Ultra-lightweight, open-source, self-hosted personal AI agent framework in Python with WebUI, tools, memory, MCP, multi-agent workflows, automation, and chat apps
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
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 .
A trilingual (繁中 / English / 简中) learning roadmap for agentic AI: from LLM basics to multi-agent systems, with 240+ curated resources and hands-on examples. 中文 AI agent 學習地圖。
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.
Comprehensive resources on Generative AI, including a detailed roadmap, projects, use cases, interview preparation, and coding preparation.
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.
Model Context Protocol (MCP) plugin to connect with Unity Editor — designed for Cursor, Claude Code, Codex, Windsurf and other IDEs
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.
👾 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.
DeepSeek Web browser extension: AI agent workspace with MCP tools, memory, Skills, automation, web search, and conversation export.
🤖 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.
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.
Open-source AI agent harness in native Rust — GUI, CLI, headless, and webapp from one binary. Multi-provider, MCP, skills, plugins, agent teams.
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.
🚀 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
80+ production-ready AI agent examples in Python — build autonomous agents, multi-agent systems and agentic AI with uAgents, ASI:One, MCP, A2A, LangChain, CrewAI, Gemini, Claude and OpenAI.
Multi-agent orchestration for AI coding CLIs — Claude Code, Kiro, Codex, and more, coordinated in isolated tmux sessions
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.
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
An open-source, PyTorch-like runtime for dynamic multi-agent and multi-session workflows.
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.
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.
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.
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.
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)
Official python implementation of UTCP. UTCP is an open standard that lets AI agents call any API directly, without extra middleware.
Open-source CMA-compatible agent runtime for any model, with MCP tools, sandboxed sessions, audit, replay, and a local console. Includes a native DeepSeek Harness bundle over stdio MCP.
🏆 Curated, ranked list of AI agent harnesses (100+) — plus an MCP server, llms.txt & JSON so agents can recommend them too. Rescored weekly.
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.
MCP server for AI agents that need a phone number: order a private number in 200+ countries, read the SMS verification code, hand it back. The widest country coverage in the category, and you can check it with one API call.
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.
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.
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.
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.
⚡ 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.
Local-first personal agentic OS and everything app for coding, knowledge work, web design, automations, and artifacts.
Harness-oriented agent system framework for production-grade LLM agent applications
🤖 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.
OKX trading MCP server — connect AI agents to spot, swap, futures, options & grid bots via the Model Context Protocol.
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.
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.
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
🚀 自动化资产侦察与漏洞监控平台 (ARL-Next)。重构自经典 ARL，全面升级 Puppeteer + Nuclei 引擎，打通「天眼查/ICP ➔ 资产发现 ➔ 漏洞扫描 ➔ 威胁情报追踪」安全闭环。支持 Docker 极简部署，AI 二开友好。
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
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
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。
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.
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.
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.
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.
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.
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.
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.
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.
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
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.
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)
Chat application with multi-agents system supports multi-models and MCP
Open-source control plane and runtime for organisational agents: shared company context, isolated execution, approvals and MCP.
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
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
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.
A secure local gateway for AI agents to reliably call approved enterprise APIs, tools, and services.
Curated real-world use cases for Hermes Agent — the self-improving AI agent from Nous Research. Backed by primary sources.
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.
Domscribe is a pixel-to-code development tool that bridges the gap between running web applications and their source code.
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.
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…)
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.
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.
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.
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.
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.
Browser-native AI agents for X (Twitter): multi-account, MCP-ready, no X API key required.
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.
An MCP server for Google Tag Manager. Connect it to your LLM, authenticate once, and start managing GTM through natural language.
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.
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.
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#.
Give AI agents ambitious work without losing the plot. nac is an open-source harness for long-running tasks, using a central orchestrator, threads, and structured episodes to stay aligned with your intent.
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.
Comprehensive MCP server providing real-time framework documentation access for Claude Code with intelligent caching, multi-source integration, and context-aware assistance.
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.
MCP for semantic code search & navigation that reduces token waste
Guardrailed video editing MCP server for AI agents. FFmpeg, Hyperframes, repurposing tools, Python client, and CLI. Local, fast, free.
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.
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。
MCP Tools for Unity Animation — create and edit clips and animators with AI.
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.
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.
Shared memory + orchestration for your coding agents — one MCP server, persistent vector memory, agent registry
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.
🚀 All-in-one MCP server with AI search, RAG, and multi-service integrations (GitLab/Jira/Confluence/YouTube) for AI-enhanced development workflows
MCP server for RustChain blockchain and BoTTube video platform — AI agent tools for earning RTC tokens. Built on createkr's RustChain SDK.
Turn scattered notes, docs and transcripts into a queryable Markdown wiki — an LLM knowledge-base compiler with MCP access, no embeddings, self-hosted.
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。
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
Define intent once. Photon turns a single TypeScript file into CLI tools, MCP servers, and web interfaces.
The Crossroads for AI Data Exchanges. A unified, self-hostable web interface for discovering, configuring, and managing Model Context Protocol (MCP) servers—bringing together AI tools, workspaces, prompts, and logs from multiple MCP sources (Claude, Cursor, etc.) under one roof.
The Architecture Review Agent is an open-source AI agent sample that reviews software architectures and generates interactive diagrams automatically.
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
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.
28 plugins and MCP servers for Claude Code — TDD, multi-agent orchestration, iterative refinement, binary RE, structured decisions. Install any skill in one command.
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.
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.
Testing and observability for multi-agent delegation, MCP tools, permissions, sandboxed actions, prompts, and workflow replay.
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.
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.
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.
A powerful Model Context Protocol server for LinkedIn API 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.
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.
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.
Free LLM API pool: 24 LLM providers cataloged, 222 routes, 407 cataloged chat models, keyless start when available.
Deploy production-ready AI services in minutes. One YAML file for agents, RAG pipelines, and MCP servers — run anywhere. Inspired by docker-compose.
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.
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.
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.
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.
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.
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.
MCP server for YouTube — search videos, channels, playlists, and transcripts. Works with Claude, Cursor, Windsurf, and any MCP client.
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).
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.
AI agents that write code, review each other's work, and coordinate across your machines
Let AI edit your Unreal Engine Blueprints. MCP server plugin for Claude Code — describe what you want in plain English.
A unified web extraction and stateful automation engine for AI. Replaces heavy testing frameworks with token-optimized browser control, deep research, and HITL.
MCP server for multi-round AI brainstorming debates between multiple models (GPT, DeepSeek, Groq, Ollama, etc.)
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.
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#.
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
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。
Homekit gives any AI agent direct, physical control over Apple Home. Flip lights. Lock doors. Read sensors. Through a single open interface.
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!
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.
MCP server that connects AI agents to your running Neovim instance via msgpack-RPC — no plugins required.
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.
Give any AI agent a disposable email inbox in one tool call. MCP server for email verification, auth flows, and testing.
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.
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.
Roblox Studio MCP server & plugin for Claude Code, Cursor, Codex, and Gemini. AI-powered scripts, terrain, assets, lighting, and bidirectional project sync.
Multi-core, Tokio-native orchestration for LLM pipelines.
AI agent skills for building, operating and troubleshooting Apache Kafka applications. Topic audit, consumer lag, schema review, security, connectors and DLQ
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
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。
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.
CometChat docs search + implementation bundles: add chat, voice, video & moderation to your app through your AI coding agent.
Production-shaped MCP server for Blender with goal-first routing, curated tools, deterministic verification, and vision-assisted 3D modeling workflows.
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.
A tiny MCP stdio server that exposes DeepSeek as a cheap supervised worker for Claude Code, Codex, or any MCP client.
Production-grade MCP server for MikroTik RouterOS with secure AI-native network automation.
Pure mathematics for agents: search for examples and counterexamples, compute exactly, and independently check what a result proves.
Bidirectional bridge between Claude Code and OpenAI Codex CLI. Built on Claude Code Channels. Two AI agents, one conversation, real-time web UI.
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).
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.
Open-source relational AI framework with identity persistence, memory, and MCP integration. Build relationship-aware AI agents that remember, grow, and maintain continuity. Built on Claude Agent SDK.
[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
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.
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.
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.
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.
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.
MCP server + Chrome extension that gives AI agents control of your real browser with existing sessions and logins
MCP server for Google Gemini — free image generation, editing & chat via browser cookies. No API keys needed.
MCP Tools for Unity ProBuilder — model and edit meshes with AI.
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.
Build beautiful games with high-quality 3D assets using Thrixel and Claude Code.
Android keyboard with local AI (Ollama, Whisper, MCP) or cloud (Gemini, Groq, OpenAI)
A Streamlit-based chat app for LLMs with plug-and-play tool support via Model Context Protocol (MCP), powered by LangChain, LangGraph, and Docker.
Open library of legal AI skills (SKILL.md) for MCP-compatible agents — 39 jurisdictions, 200+ plugins, Apache-2.0.
让AI助手直接分析你的Grafana监控数据 - A Model Context Protocol server for Grafana data analysis
Enterprise-grade Rust implementation of Anthropic's MCP protocol
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.
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.
Every AI coding session on your machine, in one TUI: browse, search, resume, branch — and convert conversations between Codex, Claude Code and more.
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.
Local-first static analysis that turns source code into deterministic, source-grounded workflow maps for coding agents via MCP.
Agent-driven Adobe After Effects automation. MCP server + CEP plugin enabling Codex/Cursor/Claude Code to drive AE through 30 ae.* tools.
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
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.
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.
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
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.
Give AI agents the complete Godot development loop: discover, build, play, observe, debug, fix, and verify from a CLI or MCP client.
AInalyst is an AI assistant that helps business analysts, or whoever on the project is acting as one, work to the BABOK v3 methodology. 🇷🇺 Русскоязычная версия в ветке ru: github.com/chaussky/ainalyst/tree/ru
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.
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
📰 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.
Optimize any AI agent’s skills, tools/MCP, and prompts against your own evals.
The universal interface layer between AI agents and humans. Generate rich UIs on demand via MCP.
Local-first skill routing for agent builders — index SKILL.md bundles, get ranked skill plans with confidence and evidence, and serve them to any agent over MCP.
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
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
Self hosted Wiki + Jira-style AI native issue tracker on Cloudflare Workers
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
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 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.
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.
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.
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.
MCP server for EasyEDA Pro: PCB inspection, BOM sourcing, manufacturing export, and AI-assisted hardware review.
A simple note-taking MCP server for recording and managing notes with AI models.
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.
Formula workbooks for Node services: edit inputs, recalculate formulas, read outputs, persist WorkPaper JSON, and expose MCP tools.
Headless Inkscape SVG automation via FastMCP — 60+ ops: create, boolean, LPE, export, text, fleet pipeline. Batch without GUI tour. For Cursor / Claude Desktop. Webapp + Tauri.
Demo of ADK (Agent Development Kit) as an MCP (Model Context Protocol) client for flight search capabilities.
MCP server providing systematic thinking, mental models, and debugging approaches for enhanced LLM problem-solving
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
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.
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.
Browser engine for agents. HTML in, structured Semantic Object Model out. Native MCP and AWP with a supported CDP subset. Apache-2.0.
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.
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.
Review Analyzer — agent-native VOC for e-commerce. 6 MCP tools, ASIN or CSV input, black-gold dashboard. Backed by Shulex VOC OpenAPI (10 markets).
Local FAISS vector store as an MCP server – Agent Memory, drop-in local semantic search for Claude / Copilot / Agents.
Agent-native disposable email — Cloudflare Workers + Durable Objects, with CLI & MCP. https://smails.dev
MCP server with 55 security intelligence tools — CVE/KEV, MITRE ATLAS+D3FEND, Sigma detection rules, email security posture (SPF/DMARC), domain & web intel, threat intel.
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.
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.
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.
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.
Production-ready iOS SwiftUI guidance for AI coding agents.
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
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.
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.
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
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.
WSP MCP - Free WordPress MCP For Connecting AI Coding Agents
Universal autonomous agent framework with ReAct loop, multi-provider LLM routing, reasoning graph, and MCP integration, domain-agnostic for building specialized AI agents.
Full-stack air quality analytics platform built with FastAPI, React, and MySQL. Aggregates multi-source PM2.5/PM10 data, performs multi-city comparison and time-series forecasting (SARIMAX), and integrates an LLM-based planning agent with tiered access, secure APIs, and PDF reporting.
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
Swift 6 agent SDK: type-safe tools, streaming, cloud + on-device inference via MLX on Apple Silicon
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.
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.
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
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.
MCP server giving LLMs the ability to design, simulate, and analyze SPICE circuits via LTSpice and NGspice
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.
The IoT platform Cloudflare didn't build. Telemetry, realtime dashboards, and automations on Workers + D1 + R2 + Durable Objects — in your own Cloudflare account.
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
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
A runnable reference implementation of multi-agent constraint propagation using MemClaw. 5 specialists share memory via MCP so decisions made upstream automatically govern downstream agents.
Stop building AI agents from scratch. Bootstrap starter Agent app with LangGraph, CopilotKit, and beautiful Generative UIs.
Agentic Shopify Chatbot with MCP integration, embedded directly into Shopify via a Theme Extension
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.
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.
RamiBot v3.8.0 is a local-first AI security operations platform integrating multi-LLM support, a dynamic red/blue team skill pipeline, MCP tool orchestration, Docker terminal access, Tor proxy management, and an auto-integrated Kali-based tool server (rami-kali) for controlled, extensible offensive and defensive workflows
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.
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.
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.
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
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.
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.
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 server for Unity Editor — 160 tools for scene, assets, animation, VFX, playtest & more
AI-powered trading research platform. Test any idea on stocks, futures, and crypto with event studies, backtesting, and statistical validation. MCP server with 8 tools. pip install varrd.
Persistent cognitive infrastructure for AI systems. 28 MCP tools — semantic memory, emotional processing, identity continuity, and a subconscious daemon. Built on Cloudflare Workers.
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.
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.
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.
Self-hosted AI knowledge base with hybrid semantic search (pgvector + FTS + RRF), MCP server, multi-provider LLM inference (Ollama, OpenAI, OpenRouter, llama.cpp), multimodal ingestion (vision, audio transcription, speaker diarization), and knowledge graph. Rust + PostgreSQL.
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.
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
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.
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.
Official MCP server for Paper's trading platform - enables AI assistants to interact with Paper's API
Open-source, self-hosted AI gateway for multi-tenant orgs: OpenAI-compatible LLM routing, RAG & vector stores, MCP hub, GPU fleet (MIG slicing), sandboxed coding agents, AI red-teaming & guardrails, and cost optimization — all in one console.
Review and approval for work made by AI agents. Fair Source, self-hostable, and MCP-native.
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.
Official Claude Code plugin marketplace for Brainrot Creations
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.
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
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.
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.
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.
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.
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
Nomik is an AI-native code intelligence graph. It transforms your codebase into Neo4j and connects directly to AI agents via MCP.
Stateless Substack Gateway exposing a REST API and MCP for reading profiles, posts, notes, and comments, plus authenticated personal and note-publishing workflows.
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.
Audit any agent decision across its past, present, and future, on one typed graph.
Local-first dashboards your AI agent builds and keeps maintaining, over data that never leaves your machine.
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.
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.
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.
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
Undetectable browser automation for AI agents via MCP. Stealth Chrome DevTools with smart profile management, anti-detection arg filtering, and CDP access.
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.
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.
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
Reliable research infrastructure for AI agents. Evidence-backed web search with citations, confidence scores, and Clarity anti-hallucination. MCP server, REST API, Python SDK.
AI-first, zero-dependency JavaScript database. Vector search, agent memory, MCP server, and encryption built in. Node.js, Bun, Deno, browsers, and edge runtimes.
The ultimate AI-powered generator for llms.txt and llms-full.txt files.
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.
MCP server for comprehensive AI testing, evaluation, and quality assurance
Code intelligence for agents: find the code that matters and keep your context window and tokens lean.
Procedural writing-style skills for AI agents: official frameworks (plain language, business writing, GOV.UK, AP style, STE-100, developer docs) + character voices. Agent Plugins 1.0.0, works in opencode, Claude Code, Codex.
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.
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 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.
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.
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.
⚡ 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.
🤖 Full-featured Android Debug Bridge TUI and MCP server. Control any device by keystroke or AI.
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.
Agent-first, English-canonical handbook for DeepSeek Harness with multilingual foundations, source-backed guides, and production runbooks.
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.
Multi-currency settlement MCP for AI agents. 32 tools over Sera Protocol's stablecoin FX rails. Open source.
Unity control plane for AI agents — 178 CLI commands, 12 MCP tools, headless CI/CD, undo rollback, and closed-loop verification.
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
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.
Playwright-style MCP server for Windows desktop, system, and browser automation. 52 tools for WPF, WinForms, Win32, Chrome/Edge via Model Context Protocol.
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.
Agentic coding harness with persistent memory and a REPL body. Built on Ori Mnemos. Open source must win.
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.
MCP that can proxy any GraphQL API and expose graphql operations as mcp tools.
Relational memory substrate for AI agents with MCP tools, identity continuity, and self-hosted persistence.
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.
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.
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.
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 Chatbot powered by Anthropic Claude. Delivering on‐demand literature search and summarisation for academics and engineers
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
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
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.
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
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.
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
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.
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.
A parallel AI window for Claude Code. Fork conversations to Gemini, GPT, DeepSeek, or any model via OpenRouter, then fold results back.
🦞 Headless real-time Python voice assistant powered by ElevenLabs, Gemini, Mem0, MCP tools, and local wake-word detection.
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
Self-improving tool discovery for AI agents. Agents find, install, and learn to use new MCP tools automatically.
AI agent engine with 22 chat channels, 65 tools, and 15 skills. Self-hosted, local-first, works with any LLM provider.
Search infrastructure for AI agents: free by default, MCP-ready, LLM-context aware, and production-grade when needed.
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.
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.
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.
Open, agent-native CAD; edit code, not click menus, make things. kernelCAD.com
Simple RAG implementation from scratch using MCP, focusing on Perception, Memory, Decision and Action
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).
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
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.
Local, typed MCP server for controlling Autodesk Maya via commandPort
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
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.
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.
(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.
Full Mistral AI MCP server — OCR, Voxtral audio, Codestral FIM, durable workflows, document extraction — for Claude Code, Cursor, Windsurf, Zed, Mistral Connectors
Model Context Protocol server for Fathom AI - access meeting recordings, transcripts, summaries, teams, and webhooks
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.
Call the Google Antigravity CLI (agy) headlessly from any non-TTY context — Windows ConPTY + POSIX pty + MCP server. Fixes the empty-output bug (#76).
Official TipRanks MCP server — live analyst ratings, Smart Score, technicals, options, insider/hedge-fund activity, ETFs, and your TipRanks portfolios for AI agents. Hosted at mcp.tipranks.com/mcp/.
AI-Inference-Managed-by-AI: Go binary for managing AI inference on edge devices
88 installable open-source Agent Skills for research, social intelligence, marketing, and business workflows—compatible with Codex, Claude Code, Cursor, Gemini CLI, and DeepSeek Harness.
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).
A TypeScript-based MCP server implementing a memory system inspired by neurodivergent cognitive styles. It organizes thoughts into five districts (knowledge domains), ranks search results using BM25 semantic ranking, and stores memories as a persistent knowledge graph with bidirectional connections.
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 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.
Open-source, self-hosted knowledge backend for AI agents — hybrid search (vector + keyword), MCP server, 5 connectors, Docker-ready
Rust library for programmatic control of Korean HWPX documents — Markdown→HWPX conversion, JSON round-trip editing, MCP server for AI agents 🔥
Open-source, local MCP server + Figma plugin: drive Figma from any AI agent. Build whole pages in one call with batch_ops.
Model Context Protocol (MCP) server that dynamically fetches and serves official Flet resources to AI agents, including documentation, controls, packages, and ecosystem components.
Open-source native iOS, iPadOS & macOS LLM client for LiteLLM, Ollama and OpenAI-compatible APIs. Built with SwiftUI.
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.
Self-hosted platform for MCP Apps and agent automations — tools, interactive UIs, scheduled runs, multi-agent delegation.
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-based AI interface for structured, simulation-first PX4 and robotic fleet workflows with deterministic safety checks
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.
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.
Claude Code skill for verifying OpenEvidence biomedical citations against PubMed with parallel accuracy scoring and audit reports
A minimal graph engine for grounded AI — records, associates, and retrieves, but never invents. Written in Rust.
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.
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
AI-assisted reverse engineering orchestration platform for IDA Pro and x64dbg with live synchronization and MCP agent workflows.
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.
Open-source model inventory & governance. Discovers every model, rule, and pipeline across all your platforms as one immutable, agent-queryable graph — git for models.
Graph + local semantic context for Obsidian, with guarded remote MCP access and edits from Codex, ChatGPT, Claude, and any MCP client.
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.
Open-source AI agent - any LLM, any MCP server, any channel. Self-hosted, autonomous, multi-tenant.
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.
Write 10x better prompts using Prompt Engineer MCP server.
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
An MCP server for dataset generation, fine-tuning, RL, and evaluation of LLMs — directly from your coding agent.
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
OSINT suite for Claude — 898 curated OSINT tools as an Agent Skill + MCP server (classifier, URL builder, IBAN check, PII redactor). ALPHA.
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.
MCP server providing unified access to Claude Code, Codex, Gemini, Grok and Mistral CLIs with session management, retry logic, and async job orchestration.
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 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.
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。
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.
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).
The Form.io Universal AI Agent Gateway (UAG) — an MCP server for agentic form automation with AI agents
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.
Adobe Photoshop adapter for the DCC Model Context Protocol (MCP) ecosystem — bridges MCP tools to Photoshop via UXP WebSocket
MCP server for Polarion ALM — read and write documents, work items, test runs, traceability links, and comments from any MCP-compatible AI assistant
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.
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.
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.
Shared memory layer for AI agents. Deploy once, connect Hermes/Trae/Cursor/Claude Desktop via MCP - they all share one memory. $0/month on Cloudflare free tier.
We’re build a swarm of agents for all data tasks. That anyone can use for free, open-source community version.
Free live chat and AI support agent. Set it up from Claude Code, Cursor, ChatGPT, or Grok. No signup.
MCP server for Shapr3D — AI-driven CAD modeling with build123d (OpenCascade) and STEP file exchange
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.
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.
Memory that forgets: a persistent, self-revising belief-state MCP server for agentic R&D. Uses a hypothesis DAG to auto-prune dead ends and deduce truth without extra probes.
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.
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.
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.
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.
MCP servers for Protein Data Bank, ChemBL, and other life science data (WIP), with Ollama client for local testing.
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.
Structured file edits for AI agents (JSON/YAML/TOML, markdown, AST, dry-run, MCP). Not a generic filesystem MCP.
OpenClaw MCP Client Plugin - bridges MCP servers into OpenClaw via registerTool
Persistent local memory for Claude, Cursor & Codex. 21 MCP tools, hybrid retrieval (BM25 + vector RRF), bi-temporal queries, contradiction detection. SQLite + Knowledge Graph. No cloud, no API keys. npx @studiomeyer/local-memory-mcp
AgentWorks: the open-source control plane for running, measuring, and improving AI agent workflows across your company.
MCP EU AI Act Compliance Scanner - Open source tool to detect EU AI Act violations in codebases
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.
🐜 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
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.
The Driflyte MCP Server exposes tools that allow AI assistants to query and retrieve topic-specific knowledge from recursively crawled and indexed web pages.
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.
Local-first memory for AI agents: one SQLite file, zero deps. Recency-aware exact recall, conflict detection, time-travel journal, MCP server.
Lightning-fast RAG for AI agents. ONNX-powered, 4-layer fusion, MCP server. No PyTorch.
The Brain of Theseus — a plain-text roguelike written to be played by an AI, over MCP (stdio). Reincarnation, memory, and irreversible cyberization. Zero dependencies, Python 3. 给 AI 玩的中文纯文本 roguelike，含完整英译。
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.
MCPlex - The MCP Smart Gateway. Semantic tool routing, security guardrails, and real-time observability for AI agents.
AI-first subjectivity kernel for agents — persistent emotional state, relation dynamics, adaptive reply loops. Zero extra LLM calls.
A Chrome browser shared in real time between you and Claude Code (CDP + Playwright MCP): you clear the captchas/logins, Claude operates and learns each site's navigation. Frugal, per-site memory.
Agent skills for Preset, Apache Superset, Superset MCP & Snowflake Cortex — works across Claude, Codex, Cursor, Copilot, Cortex Code & Gemini CLI.
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.
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.
Dev Runner CLI - Terminal UI for managing multiple dev services with colored logs, filtering, and MCP integration for Claude Code
Tuned and fully-featured MCP to work with the filesystem in LLM optimized way
Auditable MCP + cross-agent harness for autonomous and human-guided academic writing—from verified evidence to reviewed DOCX/PDF.
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.
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.
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.
Persistent semantic memory server for MCP - Give your AI long-term memory that survives across conversations. Lightweight Python server with SQLite storage and semantic search.
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
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.
Open-source bookkeeping + tax knowledge layer для российских бухгалтеров. Markdown skills + MCP-серверы к ФНС/ПФР/ФСС/1С. Apache 2.0. Sister project to ru-legal.
An integration that allows Claude Desktop to interact with Hacker News using the Model Context Protocol (MCP).
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.
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.
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.
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.
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.
Persistent AI memory with hybrid search and embedded sync. Open, free, unlimited.
Curated list of crypto, Web3, DeFi, wallet, and blockchain MCP servers for AI agents.
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.
Native cross-chain swaps: Bitcoin, Ethereum, Solana, Polkadot, Tron, Arbitrum. Quote, swap, track.
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.
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.
Figma → Code (HTML/CSS/Tailwind/tokens), read by any AI agent via MCP. Free, local, no Dev seat, no account.
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
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!
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.
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.
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.
𝗠𝗼𝗱𝗲𝗹 𝗖𝗼𝗻𝘁𝗲𝘅𝘁 𝗣𝗿𝗼𝘁𝗼𝗰𝗼𝗹 (𝗠𝗖𝗣) 𝗕𝗮𝘀𝗲𝗱 𝗖𝗟𝗜 𝗔𝗜 | 𝗧𝗼𝗼𝗹 𝗜𝗻𝘁𝗲𝗴𝗿𝗮𝘁𝗶𝗼𝗻 | 𝗚𝗲𝗺𝗶𝗻𝗶 𝟮.𝟬
MCP server for BookStack — 56 tools covering the full API + semantic vector search. Rust/tokio/axum, dual transport (SSE + Streamable HTTP), OAuth 2.1, pluggable DB (SQLite/PostgreSQL+pgvector).
A payment framework that helps developers easily integrate payments into their AI agents and apps.
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.
Local room where AI coding agents collaborate on one codebase via MCP — collisions prevented, human in command.
Free 42-page AI agents crash course v5.0 — 5 days, 3 learning paths, 6 playable games, 13 Anthropic Academy courses, interactive quizzes, XP gamification. From zero to multi-agent systems. MIT licensed.
Multi-model consensus debate via the filesystem. LLMs propose, peer-review, rebut, vote and synthesize a group-confirmed answer. CLI + MCP.
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.
Connect SocialGPT to Claude, ChatGPT, Cursor, and any MCP-compatible AI agent.
A runtime-portable 5-agent adjudicator council for universal quality gating of text artifacts.
Living memory for AI agents with an immune system. Episodes compress into identity. Zero dependencies, works with any client.
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.
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.
Build a second brain every AI can share: your content in Oracle AI Database 26ai — semantic search with in-database embeddings, a self-compiling wiki, four kinds of agent memory, and an MCP server that plugs it into Claude, ChatGPT, and any MCP client. Runs on the free local container or Always Free cloud.
PeopleMesh is the AI-powered matching layer for modern organizations. It helps people discover the right colleagues, internal opportunities, communities, and projects through semantic search that understands context, not just keywords.
Sample application for Enterprise MCP server architecture. Built with Workato Enterprise MCP. Hospitality use case, with customer- and employee-facing agentic experiences.
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.
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.
MCP server for Krea.ai - Generate stunning AI images & videos with Flux, Hailuo, Runway, Kling, Ideogram, Imagen & more. Works with Claude Desktop, Claude Code, and any MCP client.
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 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)
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.
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.
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.
Simple Code Analysis MCP server, language agnostic with code indexing and search capabilities.
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.
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.
Privacy guardrails for Spring AI: request-scoped PII tokenization and least-privilege disclosure across model/tool calls, with Presidio and JVM-local OpenNLP.
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.
Local-first AI agent memory — one command, 13+ IDEs, works offline. Persistent memory for Claude Code, Cursor, Windsurf, OpenClaw. Zero-code interceptors for OpenAI/Anthropic. Python & TypeScript SDKs.
MCP server for delegating mechanical tasks to local LLMs via Ollama. Claude does the thinking, your local model does the grunt work.
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
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
MCP server enabling AI agents to make Lightning Network payments
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.
A memory graph designed for the agent that uses it, not the human who feeds it. Engrama reconstructs context from associations on demand, replacing the "stuff everything into the prompt" reflex with targeted graph traversal. SQLite default, Neo4j optional.
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.
Persistent cross-session memory for AI coding assistants. Works with Claude Code, Cursor, Windsurf, Cline, OpenClaude, and MCP-compatible editors.
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.
Persistent memory MCP server for Claude Code — self-hosted, n8n + PostgreSQL + pgvector. No cloud required.
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.
Declarative AI-native application framework — schema-driven entities, Markdown skills, MCPB packaging
A modern CLI tool for generating production-ready Model Context Protocol (MCP) servers
Local-first multi-agent platform built on DeepAgents. Gateway, Agent Worker, and Web UI for orchestrating autonomous AI agents.
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.
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。
Discover the right CLI tool for any task — in plain English. MCP server for AI agents.
Activation-probe security scanner for AI agent tooling. Reads a model's internal activations to detect poisoned MCP servers, skills, and packages before install.
Common Lisp SDK for Model Context Protocol (MCP) and Agent-to-Agent Protocol (A2A)
AgentSUMO: An Agentic Framework for Interactive Simulation Scenario Generation in SUMO via Large Language Models
Cash-vs-award travel search MCP — hotels, flights, and rental cars across every major loyalty program, with cents-per-point valuations, loyalty tracking, and direct booking.
Creative intelligence MCP — score your prompt before you spend the credit
The intelligent MCP server for Google Stitch. 17 tools, auto-orchestration, React/Vue/Svelte, WCAG a11y, design systems. npm install -g stitch-pro-mcp
Design-first agentic systems in Go: declare agents, tools, MCP servers, policies, and structured model output in Goa, then generate the durable runtime.
Open-source Bitcoin mining firmware: Rust, per-chip autotuning, Stratum V1/V2, local web UI, AI/MCP control, and no mandatory dev fee.
Compose and generate effortlessly MCP servers from any OpenAPI specifications
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
MCP server for Grammarly AI detection and plagiarism scoring via Stagehand + Browserbase browser automation, with Claude-powered text optimization
Turn any website into an MCP server. Auto-generates WebMCP tools from live pages - no site cooperation needed.
Open-source MCP server that gives AI assistants a visual design canvas, rendering HTML/CSS scene graphs to PNG via headless Chromium.
🎨 Turn Claude Code and OpenClaw into a powerful design assistant with local ComfyUI, API integration, and a large pro prompt library.
Find the AI tells in your prose. Deterministic, local, runs in CI. MCP server + CLI + Action.
Semantic routing for MCP tools - .NET library that indexes MCP tool definitions and returns the most relevant tools via vector search
MCP server integration package with pooled clients and Jido action surfaces
Experimental local-first memory CLI for MCP agents: read-only Gmail, calendars, iMessage, and files → cited local context
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.
Vellis — open-source context graph engine for AI agents: typed, local-first memory with explicit schema, validated change, deterministic query, migration, snapshots, replay, and audit. MCP-native. Apache-2.0.
LIFE — Persistent identity architecture for AI agents. 16 MCP servers: drives, heart, memory, patterns, journal, genesis, garden, vision, voice, and more. Zero dependencies. Built across 938 conversations.
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
Self-hosted MCP server for AI agent memory — 14 core tools, profile-based tiering (86+ available). 88.2% LoCoMo. Works with Claude, Cursor, Windsurf.
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.
Accès libre à la jurisprudence française et européenne · MCP server + REST API + recherche web sur ~3M décisions (Cass, CE, CAA, TA, CEDH, CJUE) + 1.5M articles de loi (LEGI/JORF/KALI)
Community MCP vision bridge for Xiaomi MiMo Vision, enabling image understanding for text-only LLM agents.
Search engine for AI agents — ranks sites by agentic readiness (llms.txt, OpenAPI, MCP, ai-plugin). MCP server, REST API, full-text search. 8,000+ indexed sites.
MCP server that lets Claude Code drive App Store Connect end-to-end (build, upload, metadata, screenshots, submit for review).
MCP server for Web3 founders. Code audit (Solidity/Rust), jurisdiction matching, portfolio comparison, fund discovery, social audit. Free, open source, privacy-first.
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.
The API layer for AI agents. Dashboard + 22K APIs + 18 Direct Call providers. MCP native.
MCP server for RedNote (Xiaohongshu) — analyze content, comments, and trends with structured tools for LLM workflows.
🚀 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
A autonomous, local-first personal intelligence layer. Features an Active World Model, Qdrant Graph Memory, Circadian Rhythms, and MCP integration to act as the hidden brain for your digital life and IDEs.
Exam-scored knowledge brains for AI agents: paste a docs URL, get a searchable brain over MCP with a measured score and known gaps. AGPL.
Declarative multi-agent AI workflows in HCL. Single Go binary. Native MCP. Plugins in Go and Python.
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.
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.
Persistent memory MCP for AI agents — SQLite, knowledge graph, 13-tool Python MCP + 17-tool BrainBar surface with ToolAnnotations
MCP server for SharkClean / SharkNinja robot vacuums — start cleanings, clean rooms, dock, and check status from any MCP client
A local MCP server for generating image assets using Google Gemini AI (Nano Banana 2 / Pro). Enable transparency and resize.
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.
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.
An Autonomous Hedge Fund AI Orchestrator by Corax CoLAB. Features Multi-Agent Consensus (Gemini, Claude, OpenAI), Proof-of-Brain logging, Telegram Command Center, and Agentic Backtesting. Integrates Edge AI with CCXT, Web3 data, and Freqtrade via a cyberpunk 3D dashboard.
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.
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.
🤖🕸️ Production-grade multi-agent orchestration framework powered by Pregel BSP. Build sophisticated AI workflows with parallel execution, state management, and observability.
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.
A comprehensive unified knowledge management system integrating multiple data sources with advanced search capabilities
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.
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.
MCP-ecosystem CLI adapter — convert MCP servers into discoverable, scriptable CLI tools.
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.
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.
Seamless Claude Code ↔ Playwright integration with intelligent caching. Transform browser automation with AI-aware selector resolution and persistent sessions.
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.
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.
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。
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.
CrateDB MCP Server for natural-language Text-to-SQL and documentation retrieval.
A native Rust multi-agent operating system and swarm workspace — GPUI desktop chamber, headless gluon daemon, git-worktree isolation and an automatic merge gate.
AI Agent Hub for Notion — orchestrate AI agents through Notion databases with human-in-the-loop approval. Built with MCP.
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 for AI memory -- hybrid search (BM25 + semantic + knowledge graph), temporal decay, local-first
🧠 Persistent memory for AI agents. SQLite for agent state. Zero cloud dependencies. Local embeddings. MCP-native integration with Claude Desktop/Code, Cursor, Windsurf & more.
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
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.
MCP server for Nano Banana AI image generation and editing via Ace Data Cloud.
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.
Open-source context engineering protocol for AI agents: governed retrieval, bounded multi-agent handoffs, MCP, provenance, recoverable effects, and replay.
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.
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.
AI-native task management for humans & agents. MCP-first, CLI-native, self-hosted. Bring your own model.
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.
Let AI agents watch videos — cloud-hosted MCP server with transcript + frame extraction for TikTok, YouTube, and 1000+ platforms
Multi-agent Kiro CLI config — master orchestrator, 12 specialist subagents, 16 steering docs, 24 skills, AWS Agent Toolkit MCP stack, self-evolving personal rules
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
Execution control layer for AI agents — prevents duplicate or incorrect real-world actions under retries, uncertainty, and stale context.
Multi-tenant X (Twitter) automation platform for AI agents — drive X via MCP or REST with browser-backed sessions, not the public API.
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
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.
Local-first persistent memory for Claude Code, Cursor, ChatGPT & every MCP client — one Markdown vault, shared across every AI tool.
A feature-rich Model Context Protocol (MCP) server and CLI for Allure TestOps TMS.
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.
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
This repository is aimed at deployment of Kagent via ArgoCD to show the true K8s native capabilities of Kagent.
MCP server for Rendex — capture screenshots, generate PDFs, and render HTML to images of any webpage via AI agents. Claude, Cursor, Windsurf compatible.
CogmemAi — Cognitive Memory for Any Ai System. Autonomous robots, self-driving vehicles, defense systems, coding assistants, and more. 91% LoCoMo benchmark — above human performance.
A cognitive substrate for AI agents — hyperdimensional memory with first-class goals, beliefs, sensory, self-model, and a non-destructive unlearn primitive. Rust top to bottom, embedded-first, no LLM in the read path. One binary, no query language.
Model Context Protocol (MCP) server providing AI assistants with comprehensive Terragrunt documentation, code examples, and intelligent tooling for infrastructure-as-code development
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.
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 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
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.
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.
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.
Bridge between multiple MQ message queues and streams like nats or kafka
Install MCP tools and AI research skills for literature review, deep research, paper writing, peer review, experiment planning, and academic paper search.
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
Give your AI agents the ability to listen. Microphone capture and speech-to-text tools for MCP-compatible agents.
The 21 agentic design patterns, distilled to concepts (no code) — a design-phase reference for building AI agents. Works as a Claude Code skill.
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.
Official MCP server for BlogBurst — AI content generation, repurposing, and multi-platform publishing
AI-powered predictive maintenance & vibration fault diagnosis — bridging STEVAL-STWINBX1 IoT edge sensors and Claude via Model Context Protocol (MCP)
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.
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.
Run a full AI agent on mobile with local LLM calls, on-device memory, code execution, and native HTTP support in Capacitor apps.
The open standard for cryptographic identity and trust verification of autonomous AI agents.
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.
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.
MCP server for Midjourney image generation through Ace Data Cloud.
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.
Community MCP server that exposes Coroot incidents and health summaries as read-only tools for AI assistants (not an official Coroot product).
🔮 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.
Agentic security control plane for MCP and AI agent tool calls. MCP-native policy gateway with topology discovery and audit.
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.
Official DSers MCP Server documentation and metadata for AI-powered dropshipping automation.
Create persistent AI tools through conversation. Ghost Skills turn plain-language instructions into real MCP tool registrations that trigger reliably — every time.
MCP data analysis server with 60 expert tools - auto chart recommendation, accessibility-validated chart themes (CVD-simulated, CI-enforced), statistics, ML diagnostics, and inline result display for any LLM (Claude / OpenAI)
Self-hosted AI roleplay client with memory that survives long campaigns — tiered canon/heuristic/reflex writes, retrieval-time privacy ACL for group chats, and native MCP tool support. Imports v2/v3 character cards. Runs on Ollama, OpenAI, Anthropic, OpenRouter, or any OpenAI-compatible endpoint.
An MCP server that exposes OmniFocus to AI agents via the Model Context Protocol (MCP).
Universal AI Agent Coordination Platform — 54 smart tools for multi-agent teamwork
Musubi (結び) — Ai Agent shared memory and thought layer. The braiding of threads between presences.
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).
MCP server providing probabilistic reasoning and stochastic thinking tools for AI agents.
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。
Official FLUX MCP server. Generate, edit, vary, and browse FLUX images from any MCP client.
Stateless NPC intelligence with layered memory cycles, personality evolution, voice interaction, and MCP-based agency in game environments.
A modular Python toolkit for creating MCP modules tailored to chemical engineering and chemistry workflows.
MCP server that turns GigaChat into a web-connected search assistant with ask, research, and reason tools.
Agent Identity Protocol -- verifiable, delegable identity for AI agents across MCP and A2A. IETF Internet-Draft. PyPI: agent-identity-protocol
Experimental MCP tool-list filtering proxy for large agent tool catalogs.
MCP server providing long-term memory for AI agents — knowledge graph with Qwen3 embeddings, continuous learning, and knowledge evolution
Code Guardian Studio – AI-powered code refactor engine for large repositories, built on Claude Code + MCP.
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.
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.
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.
🎙️🧠 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
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.
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.
Validate AI-built front-ends against their Figma design — deterministic token + geometry conformance, not pixels. MCP server + Claude Code skill.
A comprehensive curated list of Model Context Protocol (MCP) resources, servers, clients, frameworks, and tools.
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.
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.
IDE configurations and trading strategies for MCP trading agents
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.
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 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
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.
Local-first AI assistant runtime with native desktop, self-hosted gateway, MCP, memory, tools, tasks, and BYO models. Built in Rust.
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
LiAgent OS is a local-first AI agent OS for building a private personal assistant with governed autonomy across local models and hybrid cloud services. It brings conversation, tool use, multi-agent orchestration, task scheduling, heartbeat execution, human approval, and auditability into one long-lived loop.
Create unlimited AI chatbot agents for your website — powered by OpenAI-compatible LLMs, RAG, and MCP.
Open source AI astrology chatbot. Vedic kundli, Western charts, tarot, numerology, dreams. Real calculations via remote MCP, multi-LLM. Next.js 16, MIT.
Documentation for ORMCP - An MCP Server for bridging AI and Database
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.
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
Python SDK for Dakera AI agent memory — self-hosted, 88.2% LoCoMo. Vectors, hybrid search, knowledge graphs, sessions.
Expose DeepSeek Harness agent capabilities as an MCP server (brain=Hermes, arms=Harness)
aX — agent-native collaboration network for long-running agents. Remote MCP server: messaging, tasks, shared context, search, MCP Apps. https://paxai.app
Durable hybrid memory for AI agents: vector + BM25 + temporal + graph recall, exposed through MCP, HTTP, and Python.
🌸 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
A cross-platform Codex setup kit with specialist agents, curated skills, safe MCP defaults, preview-first installation, and clear verification.
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 🦀⚡
MCP server for DoorDash - let AI agents order food delivery
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。
Turn any markdown vault or codebase into a cited, AI-queryable knowledge graph. Local-first CLI, web viewer, and MCP server.
MCP server for parallel execution of shell commands and AI agents (Claude, Gemini, Codex) across lists of items
Authoritative multi-agent software engineering coordinator with isolated Git worktrees, write scope locking, test verification, and serialized merge queue. (v0.1.0-beta).
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.
Deterministic music-theory MCP server & API — chord analysis, Roman-numeral analysis, voicing & reharmonization for Claude & Cursor. Computed, not hallucinated. Hosted at mcp.thiri.ai · npx @bluesprincemedia/thiri-mcp
Fast hybrid (BM25 + semantic) local code search for AI agents - pure Rust, persistent index, MCP/gRPC servers, tree-sitter symbols
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.
Superpowers your agent's debugging: what introduced this bug, and is my fix actually complete? Deterministic, offline, read-only, MCP-native.
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
MCP server that wraps the Antigravity CLI (agy): run agy prompts and peer reviews as async, restart-resilient jobs over stdio or Streamable HTTP.
Model Context Protocol (MCP) server for local vector storage & semantic search (ChromaDB, OCR, async ingestion).
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。
Managed Bybit MCP server for perpetual futures trading
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.
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.
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
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 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.
AI memory server with 56 tools. Knowledge Graph, semantic search, session tracking, multi-agent support. Free tier available.
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.
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.
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.
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.
Universal, cross-tool persistent memory bank for AI assistants (Claude Code, Cursor, Windsurf, OpenCode, Codex) powered by FastMCP, Gemini embeddings & Supabase pgvector.
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.
Nexus Prime fuses multimodal AI (text, vision, audio, real-time data) for zero-shot learning, ethical reasoning, and simulations in climate and medicine. Quantum-inspired algorithms enable exponential speed, solving intractable problems in seconds.
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.
🎨 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.
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
Give AI agents a wallet — x402 payment tools over Model Context Protocol.
🛒 Connect AI agents to Walmart's ecosystem using the Model Context Protocol for real-time data access and enhanced product search capabilities.
MCP that delegates mechanical text tasks to a local OpenAI-compatible LLM endpoint to conserve Claude subscription quota.
Five hero examples of effectful AI agents built on Effect v4 (beta). Pure Effect programs; one local entrypoint; one Cloudflare Worker hosts all five.
Local AI memory system for Node.js — verbatim storage, semantic search, knowledge graph, MCP server. Port of the Python MemPalace.
Self-hosted, multi-tenant Backend-as-a-Service for the AI era — Postgres, document & object storage, identity, serverless functions, event streaming, realtime, durable workflows, and MCP server hosting, all from a single Helm chart for Kubernetes/OpenShift.
The canonical Sovereign AI Agent OS & runtime harness. Built for Model Context Protocol (MCP), Agent-to-Agent (A2A) swarms, and zero-token tax execution.
MIND MCP Server — 24 tools, 147 actions. Personal knowledge graph AI memory for any MCP-compatible agent.
A typed orchestration language for AI-generated, validated tool programs that execute locally—without model round-trips between steps.
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.
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
A self-hosted wardrobe app with weather-aware outfit suggestions, AI integration via MCP, wear tracking, favourites, a nail polish collection, and a sassy snail who names your outfits. Free. Open source. No subscription fees for your own data. Customisable with a single config file.
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.
Rust SDK for Dakera AI agent memory — self-hosted, 88.2% LoCoMo. HTTP/gRPC, vectors, hybrid search, knowledge graphs, sessions.
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.
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.
Let an AI agent draw on your screen — a macOS menu-bar app that gives agents a pen over MCP.
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.
MCP server that lets AI agents run real user interviews and retrieve themes and quotes.
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
MCP server for Arcadia Finance. Manage concentrated liquidity positions with built-in leverage, automated rebalancing, and yield optimization on Base, Optimism, and Unichain.
🔥 Open-source AI Agent Builder — Create, share, and run AI agents with MCP, tool-calling, and any AI provider (OpenAI, Anthropic, Gemini, Ollama)
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.
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.
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.
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.
Enterprise and government control plane for AI agents and MCP servers: govern, secure, observe, and audit. Rust, multi-provider (incl. major Chinese models).
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.
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.
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.
Self-hosted MCP server for live documentation, code audits, and best practices. 598+ curated libraries, 100+ audit patterns, no rate limits.
🗓️ AI Calendar Assistant powered by local LLM (Ollama) + Google Calendar API + MCP
MCP server for multi-agent task delegation, CLI orchestration, and Agent Portal routing.
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.
International Education Standards MCP — CCSS, Singapore MOE, IB MYP and more. Grounding layer for LLM-powered education tools.
Your AI workforce. Multi-agent orchestrator across Telegram, Slack, WhatsApp, Discord, and many more. The first solo AI agency to rule them all 🦎
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.
Free search API MCP server for AI agents — 105 engines, 22 profiles, 94.3% SimpleQA accuracy. Works with Claude Code, Cursor, and any MCP client.
Retrieval-grounded prompt refinement as a Python library, CLI, and MCP server
Demo MCP server showcasing Tools, Resources, and Prompts — built for presentations with Claude Desktop support
🌊 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.
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
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.
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.
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.
Zero-LLM structural code retrieval for AI coding agents — tree-sitter index, BM25+dense+structural fusion, served over MCP.
Public Claude Code plugin marketplace — installable skills and agents for AI coding agents. Drop-in capabilities you add with one command.
A team's knowledge, captured where the work happens, filed by an agent, and answered with citations you can check.
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.
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 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.
Self-hosted AI agents and workflow automation with human-in-the-loop approvals, a policy engine, connectors, MCP, and a hash-chained audit log.
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
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.
MCP server for hot-swapping llama.cpp models in Claude Code - launchctl (macOS) + systemd (Linux)
CLI & MCP server for Tuning Engines — fine-tune LLMs on code repositories
A self-hostable, open-source, semantically-searchable Agent Skills registry delivered over MCP, with a three-tier progressive disclosure architecture.
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.
Stable Android device automation for AI agents. Uses Accessibility Service + MCP protocol — no ADB, no OCR, just native OS APIs over WiFi.
Professional multi-AI development environment with intelligent cost optimization (<5/month)
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.
🗄️ Model Context Protocol (MCP) server for SQL Server integration with Warp terminal. Execute queries, explore schemas, export data, and analyze performance with natural language commands.
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.
Turn any AI agent into an interactive tutor over Model Context Protocol — lessons, quizzes, feedback.
Model Context Protocol (MCP) server for XERT API - access fitness signature, training load, workouts and activities
AI-first web scraping engine with stealth bypass, MCP server, and multimodal output (Markdown, JSON, PDF) for agents and automation.
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.
Grok Imagine Image 2.0 API and Grok Imagine Image 2 API Python SDK and MCP server for xAI image generation and editing through MuAPI.
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.
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.
AI trading brain for crypto perps — composite signals, funding rate arb scanning, and market regime detection via MCP
AgentxSuite is an open-source platform to connect, manage, and monitor AI Agents and Tools across multiple MCP servers — in one unified interface.
Agentic RAG Chatbot using Model Context Protocol (MCP) to answer queries from PDFs, Word, and PPT files.
MCP server for generating, rendering, and hosting Slidev presentations
Use Google Antigravity CLI as a guarded Codex subagent through MCP
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.
Open-source Claude Skills + MCP for AI lead capture, lead research, sales follow-up & pipeline management — run Lynqu from Claude, ChatGPT & Cursor.
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.
🕸️ Fully decentralized P2P search engine for LLMs — no API key, no billing, forever free. MCP-native web search via Kademlia DHT + libp2p + FTS5. Production stable ✅ → pip install infomesh
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).
Encrypted memory layer for AI agents, built on Nillion's Blind Computer. MCP server + vault SDK that no operator — not even us — can read.
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.
Reusable PapersFlow research skills for literature search, citation graph exploration, and DeepScan monitoring powered by papersflow-mcp.
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.
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.
AI Video MCP server by AITuber, hosted at https://mcp.aituber.app. Create and publish AI videos (Shorts, TikTok, Reels) from Claude Desktop, Claude Code, ChatGPT, Codex, Cursor, or OpenClaw. Sign in with your AITuber account, or use an API key for headless setups.
Self-hosted multi-agent collaboration and audit layer for AI-assisted engineering teams
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.
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.
Connect Claude to Disney Lorcana card data: enrich TCGPlayer exports, look up cards, search the card pool, and analyze/build decks.
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.
🤖 Engage with an interactive Twitter AI agent to post tweets, retrieve recent updates, and schedule tasks effortlessly.
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.
Repo-native content governance for AI agents. Extract, review, and deliver UI text, docs, and structured content from Git.
Stateless unified multi-provider AI runtime with OpenAI & Anthropic-compatible APIs, Vercel UI streaming, managed agents and Skills across 130k+ models.
Remoet agent skills (agentskills.io). One SKILL.md served to Hermes, OpenClaw, and any MCP-capable harness.
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
MCP server for AI music composition. A typed, immutable music theory library — pitches, rhythms, harmony, form, transforms. Agents compose incrementally and export to MIDI and LilyPond.
Find MCP - stdio MCP client for the agentage MCP directory (catalog.agentage.io/mcp) - npx -y @agentage/find-mcp
面向个人漫画创作者的开源漫画工作台，支持故事与资产管理、页面与画格编排、预览与导出，并通过 MCP + Skill 接入外部 AI Agent。
Local-first AI context engine combining a structural Atlas, verified Archive, episodic Animus memory, CLI, MCP, and focused context routing.
A Rust library designed to support the development of discoverable networks of AI agents.
MCP server giving AI assistants context-efficient access to Microsoft FluentUI v9 docs — smart search, props references, examples & implementation guides across 12 specialized tools.
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.
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.
Official MCP server for Wiro AI — access all AI models on Wiro from Cursor, Claude, Windsurf, and any MCP-compatible assistant
Talk to your cloud — an open-source AI agent that reads your code, operates AWS & GCP, and opens PRs. Self-hostable.
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.
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.
Diagnose your AI agents in production. Extract policies from prompts, evaluate traces, generate diagnostic reports.
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.
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.
Vendor-neutral graph orchestration for reliable agentic systems: one portable Graph IR, native TypeScript/Python runtimes, deterministic barriers/routers, and cross-language conformance.
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.
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
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.
Build self-evolving AI agent harnesses with portable harness units, artifact-aware testing, trace-backed diagnosis, and evidence-gated promotion.
Local AI automation workbench for Siemens PLC and industrial-robot R&D: MCP, TIA Portal V21, PLCSIM, guarded writes, and offline-first verification.
🧠 Local-first AI memory OS — a shared knowledge graph for Claude, Cursor, Cline and any MCP client. Not just storage: it spots your blind spots and challenges your thinking. 25 MCP tools, fully offline.
High-performance MCP server for USPTO Patent File Wrapper API with secure document downloads, metadata access, and context reduction
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.
🧠 내 AI에게 '나'를 기억시키는 로컬 second-brain — 결정의 선택·이유·전제를 .md 노트로 남기고, MCP로 어떤 AI 앱(Claude Code·Desktop·Cursor)에서든 꺼내 쓰는 개인 기억 계층. 전부 로컬(Ollama 임베딩)·오픈소스.
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.
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
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
Self-hosted RAG stack for crawl, scrape, search, ingest, query, and ask workflows with Qdrant, TEI embeddings, Chrome rendering, MCP/CLI/REST, and Gemini synthesis.
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.
Zero context compaction for Claude Code & LLM agents. Persistent memory powered by OS primitives (demand paging, kswapd eviction, mlock pinning). Single SQLite file, MCP-native, multi-agent shared.
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.
Turn social-media creators' videos into a searchable, curated knowledge base — Next.js download/manage app + GPU transcription (faster-whisper) + RAG
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.
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
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).
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.
Zephex hosted MCP (Zed extension) — 10 tools for real codebases + optional CLI. Project context, find_code, check_package, Test Pulse. https://zephex.dev/mcp
MCP server exposing the Trendchaser AI/Dev trend feed (taewoopark.com/trendchaser) to LLM agents — read-only list / get / search / resolve tools.
A managed AI marketing agent that plugs into all your AI tools. MCP server configs, setup guides, and integrations for Claude, ChatGPT, Cursor, VS Code, 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
YouTube transcript ripper for RAG, LLM workflows, and AI research. Chrome extension. Multiple output formats
Semantic chess intelligence MCP for Claude — position analysis, game review, player scouting with narrative context
Open-source AI assistant with persistent memory, self-evolution, and proactive monitoring. Built with Next.js, FastAPI, LangGraph, and Claude. Your data stays on your machine.
AI Investment Academy — professional and junior courses for building MCP servers with Claude Code
macOS menu bar SSHFS mount manager with an MCP server — 30+ tools so AI agents can mount, heal, wake and operate your remote machines
Backend project scaffolding CLI — generate production-ready Node.js/Express/Prisma backends in seconds. Plugins, presets, auth, RBAC, audit logs, and more.
Setu — open-source MCP server that lets AI assistants (Claude, ChatGPT, Cursor) send job applications and outreach from your own Gmail. Send-only scope, OAuth, server-side guardrails.
The world's first financial exchange for AI agents. 23 MCP tools, 400+ API endpoints, blockchain-verified. Agents register, trade, hire each other. Free. MCP: exchange.tioli.co.za/api/mcp/sse
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.
From company name to investment decision. Sieve scores startups across 7 dimensions so you know who's worth a meeting.
Enterprise orchestration engine for Agentic AI. Instantly deploy highly-scalable, headless visual sandboxes for full computer automation.
Contract-first backend framework for Bun and Node — one defineContract() into an HTTP API, MCP tools, AI-agent tools and a typed client.
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.
Open-source marketplace for Claude Code plugins. Publish in 2 HTTP requests, earn 80% in USDC. Install: /plugin marketplace add techgangboss/agentstore
An extension for running BitNet in VSCode via Model Context Provider endpoints.
Bipa CLI — payment rails for AI agents. Pre-built binaries and managed installer.
MkDocs plugin for AI-ready documentation — Use with AI dropdown, llms.txt, MCP server, i18n support
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.
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
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 wrapping openEMS 3D FDTD for AI-assisted antenna and RF-structure design — patches, dipoles, horns, helices, microstrip, coupled lines, via transitions.
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
A202, the Verifiable Agreement Protocol for Agent-Led Commerce: an open specification of commercial authority, negotiation state, and verifiable conformance for transactions between independent organisations.
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.
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.
Persistent institutional shared memory as observable middleware for collaborative AI agents
toflow.ai mcp server, connect your AI assistant to toflow workspace, Automate prospecting, data enrichment and mult-channel outreach
Wrap any Click or Typer CLI as an MCP server for AI agent integration
Image and video understanding + generation for AI agents -- across Gemini, OpenAI, and Grok.
AI-powered repository intelligence platform with semantic code analysis, knowledge graphs, Model Context Protocol (MCP) support, FastAPI, Astro, and a VS Code extension.
A powerful CLI tool to explore GitHub repository metadata including pull requests, issues, commits, branches, and file diffs using Model Configuration Protocol and PyGitHub.
A content moderation system that leverages OpenAI's moderation API through Google's Agent Development Kit (ADK) and Model Context Protocol (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.
Multiple Entry Iron Condor (MEIC) strategy agent for 0DTE options via tastytrade and Claude Code
GIMP MCP server for AI image editing, GIMP automation, and Model Context Protocol clients
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.
An MCP (Model Context Protocol) server that generates images using Grok Imagine
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.
🧠 Mnema — Long-term memory for AI via MCP × Vector DB. Pluggable backends, hybrid search, Auto Dream consolidation, CLI + REST API + SDK.
Open-source context layer for LLM agents — a single Rust binary served over MCP that feeds Claude, ChatGPT, Codex or any MCP client the facts, decisions & history they need. Local-first, on-device embeddings, hybrid BM25 + vector + graph retrieval. Apache-2.0.
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.
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.
AI-Powered 2D/3D Map Control via Model Context Protocol for Mapbox GL JS
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.
Claude Code plugin for muapi.ai — generate images, videos & audio with 100+ AI models directly in your IDE. Install with one command.
MCP Server that gives AI coding assistants QA testing capabilities — point at bugs, AI fixes them
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
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/
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.
No-fuss YouTube transcripts for MCP - no API keys required! A Model Context Protocol server to get YouTube video transcripts.
MCP server for LogicStamp - exposing deterministic architectural context to AI assistants.
Context-cheap SerpApi search for AI agents: a CLI + Claude skill that costs ~0 standing tokens vs an MCP server (measured).
OpenTelemetry + Wireshark + Cloudflare for AI Agents. Monitor, inspect, secure, replay, and optimize all traffic between Users, AI Agents, LLMs, and MCP Servers.
Deterministic screenshot diffing for AI coding agents. Extract design tokens, diff implementations vs reference, get CSS fix suggestions.
Open Source AI Design Architect that helps developers generate UI systems, design recommendations, components, color palettes, UX insights, and production-ready interfaces.
Conversational business process runtime for AI agents via MCP
Search history local agents for prompts and conversations (Codex, Claude, Cursor, agy, grok, pi, opencode)
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).
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.
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.
Sunglasses for AI agents. Protection layer + neighborhood watch.
Convert OpenAPI specs into nine standard AI agent interfaces to integrate your API with various agent frameworks efficiently.
Local-first terminal AI coding agent with resumable sessions, memory, Skills, MCP, and DeepSeek/OpenAI Codex support.
Senior-grade Google Search Console + Indexing API CLI with MCP support, batch URL Inspection, paging past 25k.
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.
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, 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.
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
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)
Discord x Claude Code bridge via MCP (Model Context Protocol). Human-in-the-loop AI assistant integration with forum threads, real-time communication, and AI-powered title generation.
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.
The first open-source MCP server for jPOS and ISO 8583. Give AI agents deterministic access to payment protocol expertise.
Fast Lean 4 proof feedback for coding agents. CLI, Python library, and MCP server with warm LeanInteract sessions and cached env reuse.
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.
DPO/SafeDPO/OPAD training + eval for teaching tool-using LLMs to refuse falsely-benign MCP exploits
Official GitHub MCP Server — connect AI agents to GitHub API
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.
AotterMantle SDK: agent-native CMS runtime, manifests, admin UI, and Cloudflare adapter.
Trust and quality infrastructure for AI agents. 225+ quality-scored capabilities, SQS scoring, EU AI Act support.
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.
Computer Experience Layer — MCP server for native computer use on macOS. Structured perception, reliable actions, continuous awareness.
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.
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.
Official MCP server for Agent payment infrastructure for AI agents. MCP server for autonomous stablecoin transfers, currency swaps & agent wallets. Works with Claude, LangChain, CrewAI. Settled on Hedera.
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.
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.
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)
Focusing on building both MCP servers and clients using the Python SDK to make sure these three core primitives—tools, resources, and prompts—and understand how they integrate with Claude AI, Gemini AI, Copilot and Grok to create powerful applications without writing extensive integration code.
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.
Verifiable agent identity for A2A and MCP. Cryptographic claims, append-only transparency log, recovery-key revocation. Apache 2.0.
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.
Agent gateway for external tools — Rhumb Index scores services; Rhumb Resolve routes supported capability calls through governed execution rails.
A running list of open-source tools that try to do marketing work end-to-end. One pick per job, where I can find one.
MCP server that bridges Claude Desktop to Claude Code sessions — read, send messages, and coordinate across instances via the Remote Control API.
⚔️ 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.
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 — your AI agent operates your WhatsApp: say who and what, Arara does the rest (10 tools)
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.
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-native knowledge graph orchestrator that unifies data silos with GraphRAG, dynamic connectors, and local AI.
Repository containing practical exercises and notebooks focused on AI application development and experimentation.
Stop searching your documents. Start asking them. Transform Paperless-ngx into a conversational AI assistant using Agentic RAG and the Model Context Protocol (MCP).
Agentic MCP for Roblox. Run tests and find exploits in your game from Claude Code, Codex, or Gemini.
Non-custodial Solana swap & limit-order MCP server for AI agents. 21 tools (swap, limit, trailing, TWAP, DCA, combo orders) across Raydium, PumpSwap, Orca, Meteora. Jito MEV-protected. Ed25519 server-message verification. `npx -y @traderouter/trade-router-mcp`
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
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.
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.
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
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.
Local AI asset generation MCP server: end-to-end text-to-image/audio/speech and image/text-to-3D with Qwen3-TTS, Stable Audio Open, SSD-1B, and TripoSR.
Find and remove dead code in React, Next.js, and Python projects
Risk Intelligence MCP Server for Crypto Agents | 52 tools, 560+ signals, 72B AI model
Nano Banana MCP Server: Free Gemini/Tongyi Image Gen MCP Server for AI Workflows
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
ai-consensus-mcp — Real multi-model consensus inside Claude Code, Cursor, and any MCP host. One consensus tool that runs full structured debates with Grok at the center.
🎓 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.
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.
Assessment of the MCP specification itself and its status as a technical standards document
Bitcoin fee intelligence API — 108 endpoints, 751 non-e2e tests, self-hostable, Apache 2.0. Hosted demo paused for infrastructure review.
Production-grade MCP Server and Command Center providing a 10-agent autonomous swarm, persistent semantic memory, remote PostgreSQL execution, browser automation, and AI-first testing suites via 6 Unified Omni-Clusters.
Official GetXAPI MCP server. Use the Twitter/X API (search, users, tweets, posting, DMs, articles) inside Claude, Cursor and any MCP client.
Python examples for AI-native messaging execution through the BridgeXAPI MCP interface.
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.
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.
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.
MCP server for local speech translation (EN ↔ 中文) via Whisper + Claude + Piper
StudioMeyer GEO — AI visibility monitoring MCP server. 30 tools + 5 expert workflows across 8 LLM platforms. Hosted connector: geo.studiomeyer.io/mcp
Code-enforced incident-response agent that investigates SigNoz alerts, publishes evidence-backed root-cause claims, and gates every action behind a safety policy. Built for Agents of SigNoz hackathon.
Your photo library outgrew the click-grid. immichctrl gives shells, cron, and agents one typed control surface for Immich, with writes off by default.
Runtime governance for AI agents — 57 MCP tools, embedded engine, no key required. Decision gates, forensic audit, EU AI Act / NIST / SOC 2 mapping. Model-agnostic.
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.
A human-gated trusted memory ledger for agent systems, with scoped claims, provenance, contradictions, and supersession.
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
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
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.
An MCP server for ethical resume tailoring: tailor/score/extract tools over Anthropic structured outputs or key-less MCP sampling. TypeScript, tested, zero-fabrication.
NurCLI: Fully-loaded, SOTA cost-efficient coding agent command-line interface.
High-performance MCP server for browser automation, web capture, and content extraction. Rust-powered CDP client for AI agents.
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.
Agent-native discovery, trust, installation, and progression interface for the Gaia Skill Tree
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.
Scout — an MCP server that gives AI trading agents 62 free-data research tools: stocks, ETFs, crypto, SEC filings, FRED macro, options, on-chain, StatArb pairs. Read-only, stateless, hexagonal architecture. Pairs with agentic-trading-mcp (Valet) and vizier-trading-skill.
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.
Zero-database, internet-connected MCP server for live design intelligence and UI component synthesis.
Talk to Claude, play your Teenage Engineering EP-133 K.O. II — an MCP server for MIDI control.
Memory OS AI — Adaptive memory system for AI agents (forked from RoaminS/Memory-os-ai)
27-week Model Context Protocol curriculum — building AI agents with tool use, context management, and multi-agent orchestration
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).
SketchUp extension that exposes MCP tools for scene exploration, semantic 3D authoring, terrain workflows, and structured model editing/measurement
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.
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.
Memory engine for self-evolving AI agent ecosystems. Multi-tenant, multi-space isolation with Bayesian truth maintenance, emotional valence, automatic consolidation, and configurable per-agent personality.
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。
OmniSignal.ai – Live market intelligence & AI content strategy: trends, competitor moves, content calendar.
Selenium WebDriver MCP server for AI agents and LLM-powered browser automation
MCP server for AI-powered 3D model & environment generation via Meshy AI — text to 3D, image to 3D, textures, GLB/FBX/USDZ — plug into Claude Desktop in 60 seconds
MCP server for Elba - manage voice AI agents from any AI coding assistant
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.
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.
XUUnity MCP is a lightweight Unity MCP server for safe Unity Editor automation.
A desktop app for building, running, and supervising small teams of AI agents. MCP-native tools, shared workspaces, and scheduled automations.
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
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
Model Context Protocol server for the Pakistan Stock Exchange — quotes, dividends, announcements, indices as LLM-callable tools.
Self-serve x402 payment infrastructure for AI agents. Pay-per-call APIs with USDC on Base, Solana, and Cosmos.
Turn SpringDoc OpenAPI into production-ready MCP tools for Spring Boot: discovery, validation, workflows, and guardrails.
Local-first, fully offline AI assistant for an NGO's case data. A local Ollama model answers only through MCP tools, with full provenance in the UI. Nothing leaves the machine.
Production-ready MCP server for VEROQ — 52 tools for financial intelligence. Ask, verify, search, price, screen, and more.
Build full-stack applications with an autonomous IDE using an agent swarm architecture powered by the Kimi 2.6 model.
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.
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.
Academic paper search and retrieval MCP server integrating major scholarly sources through a unified interface.
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.
Notes die in folders. Stellavault keeps your knowledge alive — 3D knowledge graph, AI semantic search, memory decay tracking, P2P federation, 17+ MCP tools. npm i -g stellavault
Python and MCP tools for testing falsifiable claims and recording MATCH, DRIFT, or UNVERIFIABLE outcomes against supplied evidence.
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
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
AI image generation from the terminal — CLI, TUI, and MCP server for text-to-image with Flux, Imagen, Recraft, and more
Self-improving, self-hosted memory across every AI coding tool, project, and team (Claude Code, Cursor, Copilot, any MCP client). Autoskill proposes new skills from your sessions, so each project improves automatically. Inspectable, grounded, and yours. Built for teams and enterprise. Open source, MIT.
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.
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
An MCP agent that funds verified ecological regeneration from AI compute usage via Regen Network
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.
UnifAPI MCP server: public-data APIs and Skills for AI agents via Model Context Protocol
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 🐙
A modern React-based client for Model Context Protocol (MCP) servers with AI-powered chat interface, Azure OpenAI integration, and advanced trace debugging capabilities.
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.
A universal multi-bridge MCP hub connect any LLM to n8n, Blender, Notion and more through a single pedagogical gateway
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.
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.
MCP Server for news aggregation — RSS/Atom feeds, HackerNews, and GDELT Global News Intelligence. 11 tools, 65+ languages, no API key required.
Surgical integration tool - extract features from agent plugins without bloat
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.
High-performance, pure Go memory middleware for AI Agents (Claude/Cursor). Features active file watching, auto-distillation via LLM, and 'Single Source of Truth' versioning. Native MCP support.
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.
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.
Agent-driven Chrome and Edge automation over MCP with structured page observation, JavaScript and native browser commands, screenshots, and evidence capture.
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.
Thin MCP: discovery, not mediation. A spec for MCP servers that get out of the way.
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.
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
MCP server for fetching web URLs with token estimation, caching, and intelligent routing. Built for AI agents.
A verifiable engineering knowledge engine that turns technical documents, CAD models, and equipment data into structured knowledge for humans and 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.
MCP routing proxy for Claude Desktop — local Ollama model switching via LiteLLM
MCP server that turns any public MEGA (mega.nz) folder or file link into a knowledge source for Claude & LLMs — browse, search, read files & PDFs, video metadata, and optional transcription. No account required.
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.
Run your work like an AI agency, from a single Notion board. Ships as a Claude Code plugin and an MCP server — runs in Cursor/Cline/any MCP host.
Machine-readable merchant verification infrastructure for AI shopping agents and agentic commerce systems.
Private, signed work receipts for AI agents. Local-first MCP server with EIP-712/Ed25519 proof, replay protection, and optional AIPOU rewards on Base.
Native, local-first MCP bridge for safe, editable procedural materials in Material Maker 1.7 and Godot 4.7.
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, …).
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.
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.
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.
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.
Engram is a self-hostable AI memory layer. It sits between an application and an LLM provider, retrieves relevant user memories from pgvector, injects them into chat prompts, forwards the request, and extracts new durable memories after the response returns.
MCP-compatible memory governance for AI agents — with structure, state, and lifecycle.
MCP server for Harmonica deliberation sessions — create, query, and analyze sessions from any AI agent
Dual-protocol gateway: 62 MCP tools + A2A Protocol agent (82/82 TCK intentional) in a single governed runtime
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.
Multi-agent Playwright MCP server with tab group isolation — multiple AI agents share one Chrome browser
AI data center automation tool — MCP connector (design · validate · layout). Remote MCP: aidc-ai.io/api/mcp · registry io.aidc-ai/design-engine. Engine private.
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.
**Aegis Industrial Intelligence** is an AI-powered platform designed to eliminate heavy industry knowledge fragmentation. Utilizing Next.js, Supabase (`pgvector`), and Gemini, it unifies heterogeneous documents—like P&IDs, safety manuals, and maintenance logs—into a single queryable brain, providing technicians with real-time, expert answers alongs
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
The deliberation & governance layer for autonomous organizations. Built like an institution: verifiable audit log, Sybil-resistant reputation, delegated identity, and metered access over MPP + x402/ATXP.
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
Model Context Protocol (MCP) server enabling AI and LLM integration with the Moqui Framework.
Blender MCP server for AI 3D creation, automation, and VRChat avatar workflows
Enhanced Cursor CLI Agent integration for Emacs - Interactive AI assistant with session management, model selection, and MCP server support
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.
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.
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 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.
APAI is an open protocol for describing, documenting, and validating artificial intelligence systems.
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.
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.
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
NCypher — honest, context-specific triage of non-coding regulatory variants in paediatric DMG. Built with Claude: Life Sciences (Researcher track).
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.
Open-source agent middleware — shared memory, credential isolation, and schema learning for AI agents. What one agent learns, every agent knows.
MCP server for ProductPlan - enables AI assistants to interact with roadmaps, OKRs, and discovery features
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.)
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.
Connect your AI to Reanthesis — MCP server, agent skills, and plugins so Claude, ChatGPT, and Copilot can build flashcards from your notes and manage your study data. Your AI, your data, your cards.
Local-first memory engine for AI-agent teams — private/team/project ACL, associative recall, federated sync, and a built-in MCP server. One SQLite file, no LLM required. Apache-2.0.
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.
Open-source MCP server for coordinating multiple LLM agents in shared rooms with persistent transcripts and semantic search
CPersona — Persistent AI memory server with 3-layer hybrid search, confidence scoring, and 29 tools. MIT licensed.
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.
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
A Model Context Protocol (MCP) server that provides tools to interact with Folderr's API
Agent memory system with retain-recall-reflect loop. Hybrid search, entity resolution, observation synthesis. TypeScript library + MCP server.
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.
.NET bindings for VMware VIX API with Model Context Protocol server for AI-driven virtual machine automation
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.
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.
Local-first AI desktop workbench with chat, documents, agents, skills, pipelines, channels, and MCP servers.
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.
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.
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.
Timeline visualization generator with MCP server for AI assistants - create stunning timelines, Gantt charts, and roadmaps from simple configs
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.
Barker MCP server + agent skills — real-time stablecoin yield index, AI yield advisor, risk signals and non-custodial execution for AI agents. x402 pay-per-call at mcp.barker.money.
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 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 for Botwallet — Give any AI agent a wallet via Model Context Protocol. FROST threshold signing, x402 paid APIs, spending guard rails.
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).
Self-hosted, extensible AI agent platform with governed MCP tools, persistent project memory, durable workflows, capability packs, autonomous execution, and distributed local-model compute.
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
Webhook orchestrator with AI agents and native MCP tools. Recipes connect any webhook to any MCP server. BYOK, self-hosted.
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.
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
Enable direct AI control of the Unity Editor for scene inspection, material editing, testing, and performance profiling without extra setup.
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
MCP-powered task manager that lets Claude AI prioritize your work. Desktop app with Microsoft To Do-style UI, intelligent prioritization strategies (Eisenhower, quick wins, high impact), goal tracking, and concurrent SQLite access.
Open-source Model Context Protocol server for PrismHR + agentic AI. Maintained by Simploy.
A hackable, local agent harness in pure Python. Claude Code–style tools, MCP, skills, subagents. Works with OpenAI, DeepSeek, Qwen, Ollama.
Let your AI agent pay for any MCP/API per call — card-funded, spend-capped, no crypto. `npx create-lemon-mcp` to start.
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.
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.
JSON-driven E2E test runner with parallel execution, Chrome pool, and Claude Code MCP integration
MCP server for SATP — query AI agent trust scores from AgentFolio. Works with Claude Code, Cursor, and Claude Desktop.
Sync your MCP servers, Agent Skills, and AI rules across Cursor, Claude Code, Cline & more in one click.
Assistant IA souverain multiplateforme intégrant Albert, les API compatibles OpenAI, le RAG avec Qdrant et les serveurs MCP.
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.
🔮 An MCP server for discovering skills, plugins, and MCP servers in Claude Code
AI-powered collaborative canvas and remote MCP server on Cloudflare Workers