10 alternatives to codebase-memory-mcp
deusdata/codebase-memory-mcp — Local code intelligence for developers and AI agents. Connect code, docs and infrastructure in a persistent graph, with CBM Lens, MCP tools, agent integrations and change-aware test selection. (47,348 stars, MIT, dev-tools, ui, testing).
These are the closest projects in the JustClaw-It index that we serve licence-cleared code from, ranked by relevance and by our code-quality score (1–10, the mean over each repo's graded components: completeness, code quality, deployability, reusability, strategic value). JustClaw-It also serves 1,758 licence-cleared components from deusdata/codebase-memory-mcp itself.
| # | Repo | Score | Licence | Stars |
|---|---|---|---|---|
| 1 | avids2/memorix | 6.1 | Apache-2.0 | 858 |
| 2 | jgravelle/jcodemunch-mcp | 6.5 | MIT | 2,797 |
| 3 | graphify-labs/graphify | 6.5 | Apache-2.0 | 133,904 |
| 4 | dollardill/beads-superpowers | 5.6 | MIT | 32 |
| 5 | czlonkowski/n8n-mcp | 6.4 | MIT | 23,115 |
| 6 | dataojitori/nocturne_memory | 3.8 | MIT | 1,404 |
| 7 | trailhq/trail-code | 7.3 | MIT | 10,743 |
| 8 | github/github-mcp-server | 7.0 | MIT | 33,894 |
| 9 | trailhq/graft | 6.0 | MIT | 10,591 |
| 10 | styler-ai/projectatlas | 3.9 | MIT | 454 |
The alternatives in detail
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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.score 6.1/10 · Apache-2.0 permissive · 858 stars · 665 components · search them
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Symbol-level code retrieval for AI agents: fetch the function you need, not the whole file. Tree-sitter powered, ~95% fewer tokens per lookup. Works with Claude Code, Cursor, Codex & any MCP client. 1.3T+ tokens saved.score 6.5/10 · MIT permissive · 2,797 stars · 421 components · search them
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Turn any codebase, with its docs, SQL schemas, configs, and PDFs, into a queryable knowledge graph. A /graphify skill for Claude Code, Cursor, Codex, and Gemini CLI: local deterministic AST parsing, every edge explained,
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Superpowers & Beads task memory for AI coding agents - supports Claude Code, Codex, OpenCode, Cursor, Gemini CLI, GitHub Copilot CLI, Kimi Code, Antigravity, Factory Droid, and Pi.score 5.6/10 · MIT permissive · 32 stars · 29 components · search them
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A MCP for Claude Desktop / Claude Code / Windsurf / Cursor to build n8n workflows for you
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A lightweight, rollbackable, and visual Long-Term Memory Server for MCP Agents. Say goodbye to Vector RAG and amnesia. Empower your AI with persistent, graph-like structured memory across any model, session, or tool. Droscore 3.8/10 · MIT permissive · 1,404 stars · 71 components · search them
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Turbocharge Claude Code, Cursor, Codex, Gemini & every coding agent: faster, cheaper, with contextual understanding specific to your codebase.score 7.3/10 · MIT permissive · 10,743 stars · 361 components · search them
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GitHub's official MCP Server
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Turbocharge Claude Code, Cursor, Codex, Gemini & every coding agent: faster, cheaper, with contextual understanding specific to your codebase.score 6.0/10 · MIT permissive · 10,591 stars · 172 components · search them
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Every file not opened. Every folder not explored. Tokens saved. ProjectAtlas guides coding agents with purpose metadata and an intelligent code graph, reducing token costs by over 90%.score 3.9/10 · MIT permissive · 454 stars · 93 components · search them
Licence data: JustClaw-It's per-repo licence policy. Is codebase-memory-mcp still maintained? Check it. Licence details: licence checker. Ranking data from 2026-10-27T23:04:12Z.
Want code like codebase-memory-mcp without the licence risk? JustClaw-It is an MCP server with 1,449,000+ licence-cleared, quality-scored code components. Search is free; every result carries its licence and attribution.
Remote MCP endpoint: https://justclaw.it.com/mcp (API key auth). Works with Claude Code, Cursor,
Codex, Windsurf and other MCP clients. A one-line CLI installer (@justclaw-it/cli) is coming.