jcodemunch-mcp
Cut AI token costs 95%+ on code exploration through precise symbol-level GitHub code retrieval
GraphCanon updated Sep 20, 2026 · GitHub synced Sep 20, 2026
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Decision brief
jcodemunch-mcp is a high-efficiency MCP server that uses tree-sitter AST for precise, symbol-level GitHub code retrieval. It aims to provide coding assistance and retrieval with significant token cost savings.
Good fit when
- - Use jcodemunch-mcp when you are working on projects where minimizing AI token usage is crucial, as it can save up to 95% of tokens.
- - Utilize this tool if you need precise symbol-level code retrieval from GitHub within your application development process.
Avoid when
- - Avoid jcodemunch-mcp if your primary focus does not involve token optimization and you are willing to use more general MCP services without strong token-economy incentives.
- - Do not opt for this tool if working with codebases or systems that do not rely heavily on GitHub repositories, as its retrieval feature is optimized for GitHub.
Observed Jul 12, 2026 · Source: enrich:decision_facts
Verify the decision
Maintenance and security
Full trust report- Maintenance
- Very active (0d since push)
- As of Sep 20, 2026
- Provenance
- Not a fork · Personal account
- As of Sep 20, 2026
- Security (OSV)
- No lockfile
- As of Jul 12, 2026
Public GitHub metadata and optional OSV scans. Signals, not a guarantee. Trust methodology.
Install
pip install jcodemunch-mcpSimilar tools
Same-category neighbours. No typed graph edges are catalogued for this tool yet.
Evidence and technical details
Sourced facts, taxonomy, compatibility claims, README excerpt, and machine-readable endpoints.
Overview
A high-efficiency MCP (Model Context Protocol) server leveraging tree-sitter AST for accurate, token-optimized coding assistance and retrieval.
Capability facts
- Deploy
- Self-host
Source: dockerfile:Dockerfile · Sep 20, 2026
- Docker
- Dockerfile present
Source: dockerfile:Dockerfile · Sep 20, 2026
- CLI
- CLI entrypoint
Source: pyproject.toml:[project.scripts] · Sep 20, 2026
- MCP server
- No MCP server detected
Source: repo_scan · Sep 20, 2026
- Languages
- python
Source: github.language+pyproject.toml · Sep 20, 2026
Categories
Compatibility
Sourced claims from the README excerpt - not unsourced marketing copy.
Source: README excerpt (regex_v1, Sep 20, 2026)
No virtualenv to manage, nothing written into system Python, and it works as-is on PEP 668 distros (Ubuntu 24.04+, Debian 12+) where bare `Source link
Source: README excerpt (regex_v1, Sep 20, 2026)
`init` auto-detects your MCP clients (Claude Code, Claude Desktop, Cursor, Windsurf, Continue), writes their config entries, installs the CLAUDE.Source link
Source: README excerpt (regex_v1, Sep 20, 2026)
`init` auto-detects your MCP clients (Claude Code, Claude Desktop, Cursor, Windsurf, Continue), writes their config entries, installs the CLAUDE.md prompSource link
Source: README excerpt (regex_v1, Sep 20, 2026)
`init` auto-detects your MCP clients (Claude Code, Claude Desktop, Cursor, Windsurf, Continue), writes their config entries, installs the CLAUDE.md prompt policy sSource link
Tags
README
Install One click installs Recommended: one command No virtualenv to manage, nothing written into system Python, and it works as is on PEP 668 distros (Ubuntu 24.04+, Debian 12+) where bare is refused. Don't have yet? auto detects your MCP clients (Claude Code, Claude Desktop, Cu...
For agents
This page has a .md twin and JSON over the API.