jgravelle/jcodemunch-mcp
Cut AI token costs 95%+ on code exploration. The leading MCP server for precise, symbol-level GitHub code retrieval via tree-sitter AST. Works with Claude Code, Cursor & any MCP client. 313B+ tokens saved.
2.8k stars · 375 forks · Python
Caution
Caution: one person wrote most of the recent commits.
Why
- One person wrote 97% of human commits in the last year, so the project depends on them continuing. (source 1, source 2)
What would change this
- A second person takes a substantial share of commits.
- Partly checked: maintenance (Commit counts are estimated: the commit sample stops before the window start, so GitHub's totals were scaled by the sampled bot share.; Authors in the last 90 days are counted from the sampled commits only.)
Maintenance
PartialActive
- Human commits, 30 days
- 256
- Human commits, 90 days
- 1.2k
- Human commits, 365 days
- 2.3k
- Bot share of commits, 365 days
- 1%
- Last commit
- Oct 15, 2026 (4 hours ago)
- Last human commit
- Oct 15, 2026 (4 hours ago)
- Authors, 90 days
- 5
- Last release
- Oct 15, 2026 (4 hours ago)
- Median PR merge time
- under an hour
Responsiveness: of 13 recent issues, 100% got a maintainer reply. Median first response: 3 hours.
- Commit counts are estimated: the commit sample stops before the window start, so GitHub's totals were scaled by the sampled bot share.
- Authors in the last 90 days are counted from the sampled commits only.
Sources: Commits, Releases, Merged pull requests, Issues
People
Complete- Owner
- Personal account
- Commits sampled
- 495 since Oct 15, 2025
- Authors for half of commits
- 1
- Authors for 80% of commits
- 1
- Contributors
- 56
Top committers
- jgravelle: 97% of commits
- marcelruhf: 2% of commits
- outoftheblue9: 1% of commits
- ebataeva: 0% of commits
- whakomatic: 0% of commits
- Shares come from the newest sampled commits, since the commit sample is capped.
Sources: Commits, Contributors
Stars
CompleteOrganic, confidence high
Bursts
- Jul 23, 2026 to Aug 5, 2026: about 432 more stars than usual, peak 75 in one day, a spike that tapers off. Outside explanation: a jump in forks, a jump in issues and pull requests.
- 1 stars GitHub has since removed (tracked since Oct 15, 2026).
Anyone can buy stars for any repo; bursts alone don't prove the owner did.
- The star history looks organic.
Sources: How star history is analyzed
Risk
CompleteFlags
No risk flags.
License
- Now
- No license found
- A year ago
- Not known
Packages
- jcodemunch-mcp (PYPI): latest 1.108.363, published Oct 15, 2026
Advisories for the latest version: none listed
Package and advisory data: deps.dev and OSV.
Sources: GitHub: jgravelle/jcodemunch-mcp, deps.dev: PyPI jcodemunch-mcp
Badge
Add this to a README to show the current verdict:
[](https://reporadar.ai/jgravelle/jcodemunch-mcp)Earlier verdicts
- Oct 15, 2026: Caution
- Oct 14, 2026: Caution