Codebase Memory MCP Alternatives

Codebase Memory MCP indexes codebases into a persistent knowledge graph — fast symbol resolution, sub-ms queries and fewer tokens when answering code questions.

37,718⭐Updated 1d ago

Stars

37,718★

Forks

3,007

Language

C

Updated

1d ago

View full profile of DeusData/codebase-memory-mcp →

What we compared

  • Indexing speed
  • Query latency
  • Language coverage
  • Memory persistence
  • Integration with IDEs / agents

Top picks

Cranot/roam-codeStrong match504★score 11.9

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.

Language: PythonForks: 49Updated 1d ago
Why this one

Shares 4 focused topics with the target — the strongest signal in this list.

code-analysiscode-intelligencesqlitetree-sitter
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jgravelle/jcodemunch-mcpStrong match2,518★score 9.4

Cut AI token costs 95%+ on code exploration. The leading MCP server for precise, symbol-level GitHub code retrieval via tree-sitter AST. Works with Claude Code, Cursor & any MCP client. 313B+ tokens saved.

Language: PythonForks: 337Updated 21h ago
Why this one

Shares 3 focused topics with the target — the strongest signal in this list.

astcode-intelligencetree-sitter
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AVIDS2/memorixStrong match613★score 5.4

Open-source cross-agent memory layer for coding agents via MCP. Compatible with Claude Code, Codex, Cursor, Windsurf, Gemini CLI, Antigravity, OpenClaw, Hermes Agent, Oh-my-Pi, Pi, Copilot, Kiro, OpenCode, and Trae.

Language: TypeScriptForks: 46Updated 21h ago
Why this one

Shares 2 focused topics with the target — the strongest signal in this list.

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tractorjuice/arc-kitStrong match2,122★score 5.3

The Enterprise Architecture Governance Harness — strategy, architecture, delivery, and assurance using AI coding assistants

Language: JavaScriptForks: 261Updated 2d ago
Why this one

Shares 2 focused topics with the target — the strongest signal in this list.

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iFurySt/open-codex-computer-useStrong match1,620★score 5.3

👾 Open Computer Use – Open-Source Alternative to Codex Computer Use

Language: SwiftForks: 148Updated 8d ago
Why this one

Shares 2 focused topics with the target — the strongest signal in this list.

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Lyellr88/marm-memoryStrong match325★score 5.3

Local-first 3-in-1 AI memory layer & MCP server for Claude Code, Codex, Grok, Gemini, VS Code and Cursor. Fuses session history, codebase indexing & concept graphs in SQLite. Enables zero-cloud, privacy-first context & instant recall, supports multi-agent swarms.

Language: PythonForks: 61Updated 1d ago
Why this one

Shares 2 focused topics with the target — the strongest signal in this list.

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agentic-box/memoraStrong match434★score 5.3

Give your AI agents persistent memory.

Language: PythonForks: 53Updated 24d ago
Why this one

Shares 2 focused topics with the target — the strongest signal in this list.

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aayoawoyemi/Ori-MnemosStrong match318★score 5.3

Local-first persistent agentic memory powered by Recursive Memory Harness (RMH). Open source must win.

Language: TypeScriptForks: 27Updated 7d ago
Why this one

Shares 2 focused topics with the target — the strongest signal in this list.

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Decision guide

If code intelligence over a large repo is your bottleneck, Codebase Memory MCP leads. If you need a lighter, language-agnostic solution, compare the tier picks below.

Topics

aiderastclaude-codecode-analysiscode-intelligencecodexcursorcypherdeveloper-toolsgemini-cligraph-visualizationkilocodeknowledge-graphmcpmcp-servermodel-context-protocolopencodesqlitetree-sitterwindsurf

FAQ

Does Codebase Memory MCP need a cloud backend?

No — it indexes locally into a persistent knowledge graph on disk. No data leaves your machine.

How is it different from IDE-built-in code search?

It answers natural-language questions about your codebase with symbol-level precision and sub-ms lookups, beyond plain text search.

Which languages does it support?

The project advertises broad language coverage via tree-sitter grammars; check the repo for the current list.

Related pages

Last reviewed 2026-08-06