jgravellejcodemunch-mcp

Repository stars
2,836Star
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#21,411 all time
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Repository created
since 2026

Author description: 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 needs a one-time license.

TypeApps & systemsPurposeAI & agentsDeveloper toolsLanguagePythonLicenseNot declared
No licenseCommercial use and redistribution terms are unknown
Actively maintainedLast push today
Growing steadily+1 stars in 30 days

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Original · GitHub
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 needs a one-time license.

Summarised by AI from the README; the original prevails

Author description: Author description: 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 needs a one-time license.

Basic listing based on official public information; functionality has not been independently evaluated.

Pricing
Pricing not verifiedCheck current official software, hosting, model and infrastructure pricing.
Raw observations · 3
Historical observations
Measured atRepository starsSource
2026-11-08 03:23 UTC2,836Source
2026-11-07 19:14 UTC2,836Source
2026-11-06 10:25 UTC2,835Source

First collected 2026-11-06Measured at 2026-11-08 03:23 UTCSourceLicense source

Compiled from public project information; not independently tested. · Repository Stars, not unique users · License tiers are derived from metadata. Check obligations for your use; unknown does not mean prohibited.