head to head · open source
codebase-memory-mcp vs composio
codebase-memory-mcp has 44,228 GitHub stars, 3,618 forks, 602 open issues and last shipped yesterday. composio has 30,291 stars, 4,816 forks, 88 open issues and last shipped today. codebase-memory-mcp leads on adoption by 46% (44,228 vs 30,291 stars). codebase-memory-mcp is written in C under MIT; composio is written in TypeScript under MIT. codebase-memory-mcp has attracted 8% as many forks as stars, composio 16%. composio was the more recently maintained of the two, and both are self-hostable with no licence fee. The two share 1 topic tag (developer-tools), so they are genuine substitutes rather than adjacent tools.
Two open source projects, one decision. Both are free and self-hostable — the differences are community size, license terms, language stack and release pace.
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Side by side
| codebase-memory-mcp | composio | |
|---|---|---|
| GitHub stars | ★ 44K | ★ 30K |
| License | MIT | MIT |
| Written in | C | TypeScript |
| Last push | 2026-09-22 | 2026-09-23 |
| Forks | ⑂ 3.6K | ⑂ 4.8K |
| Self-hosting | Yes | Yes |
| Data ownership | Your server | Your server |
pick codebase-memory-mcp if
- You weight community size — 44K stars and counting
- You want the MIT license terms
- Your stack matches C
- You value the larger contributor base for long-term maintenance
pick composio if
- You want the composio feature set and don't need the biggest community
- You prefer the MIT license terms
- Your stack matches TypeScript
- You evaluated both and composio fits your workflow better
About codebase-memory-mcp
codebase memory mcp is a high performance code intelligence MCP server, written in C, that indexes a codebase into a persistent knowledge graph so AI coding agents can answer structural questions in under a millisecond, and it is built for developers and teams who run agents such as Cursor, Claude Code, Codex, Gemini CLI, aider, or Kilo Code against large repositories.
read the full codebase-memory-mcp overview →
About composio
Composio is an MIT licensed agent toolkit platform, distributed as TypeScript and Python SDKs, that gives AI agents more than 1,000 pre authenticated toolkits, per user sessions, authentication, triggers, and a sandbox for turning intent into action across real applications.
read the full composio overview →
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Frequently asked questions
Is codebase-memory-mcp or composio more popular?
codebase-memory-mcp has 44,228 GitHub stars and composio has 30,291. codebase-memory-mcp has the larger community by that measure.
Are codebase-memory-mcp and composio free?
Both are open source. codebase-memory-mcp is licensed under MIT and composio under MIT. Neither carries a licence fee.
What is the difference between codebase-memory-mcp and composio?
codebase-memory-mcp is written in C and composio in TypeScript. The practical differences are community size, licence terms, language stack and release cadence — all compared in the table above.
Which should I choose, codebase-memory-mcp or composio?
Choose codebase-memory-mcp if you want the larger community (44,228 stars) or its MIT licence terms. Choose composio if its feature set, stack or MIT licence fits better. Both are self-hostable.