# jgravelle/jcodemunch-mcp

<https://repo.masters-masters.com/en/repos/jgravelle/jcodemunch-mcp>

[Home](https://repo.masters-masters.com/en) › [jgravelle](https://repo.masters-masters.com/en/owners/jgravelle) › [jcodemunch-mcp](https://repo.masters-masters.com/en/repos/jgravelle/jcodemunch-mcp)

jgravelle/jcodemunch-mcp has 2,833 stars on GitHub. Its RepoMasters card: RC tier. Symbol-level code retrieval for AI agents: fetch the function you need, not…

| Field | Value |
| --- | --- |
| Owner | [jgravelle](https://repo.masters-masters.com/en/owners/jgravelle) |
| Stars | 2,833 |
| Forks | 371 |
| Language | [Python](https://repo.masters-masters.com/en/languages/python) |
| License | None |
| Created | 2026 |
| Topics | claude, claude-code, ai-coding, ast, code-intelligence, context-window, cursor, developer-tools, llm, mcp |
| Tier | [RC (2,000 to 4,999 ★)](https://repo.masters-masters.com/en/ranks/blockbuster) |
| View on GitHub | [jgravelle/jcodemunch-mcp](https://github.com/jgravelle/jcodemunch-mcp) |

## Repository

Symbol-level code retrieval for AI agents: fetch the function you need, not the whole file. Runs locally. 94.5% 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 nee…

The tier for repos with 2,000 to 4,999 ★. Published odds per card pulled: 3%. Rarity: Epic.

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Data: GitHub · Illustration drawn by RepoMasters from the repo’s ID and its language color.