jgravelle / jcodemunch-mcp
Symbol-level code retrieval for AI agents: fetch the function you need, not the whole file. Runs locally. 96.2% fewer tokens per lookup on average than grep-and-read on our 15-lookup benchmark. Works with Claude Code, Cursor, Codex and any MCP client. Free for non-commercial use; commercial use needs a one-time license.
Why this job: name: mcp; says: mcp client; topics: mcp-server, model-context-protocol, mcp
What it does
Works with Claude Code, Cursor, VS Code, Codex CLI, Windsurf, Continue, and any MCP-compatible client.
Get started
No single install command. Read the steps in the README (opens in new tab)
- Maintenance
- Active
- Last commit today
- Stars
- 2,841
- +9 this week
- Licence
- Custom
- Read before business use
- Downloads for
- None listed
- No release files
- Latest version
- v1.108.433
- Released yesterday
- Built with
- Python
- 99% of the code
Is it looked after?
- Contributors
- 4
- Last 90 days
- Issues
- 100% closed
- 2 still open
- Pull requests
- 780 merged
- 1 waiting
- Releases
- 758
- 30+ in the last year
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More: languages, topics, project record and preview image
Languages
- Python 99%
- TypeScript <1%
- Dockerfile <1%
- PowerShell <1%
Topics
- claude
- claude-code
- ai-coding
- ast
- code-intelligence
- context-window
- cursor
- developer-tools
- llm
- mcp
- mcp-server
- model-context-protocol
Project record
- JobMCP servers
- StatusListed
- Commits2,556
- Forks371
- Watching18
- Stars in 28 days+79
- CreatedFeb 9, 2026
- First seen by usNov 7, 2026
- CheckedNov 11, 2026