Dataset: 2026-10-27-catalog-ai-v2
Ruleset: b2e8889c66f7
Scanned: 2026-10-27
Window: February–September 15, 2026

Catalog tracking observation. This repository is measured with the same fixed window and ruleset, but it is not part of the published benchmark or its aggregate claims.

🐿️ Sirchmunk: Raw data to self-evolving intelligence, real-time.

01Result

modelscope/sirchmunk ↗

modelscope/sirchmunk AI coding statistics: 1.8%

of 342 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate

1.8% agent · top contributor 50%4 contributors

team

A small group is using agents. Adoption has spread beyond one person but is not project-wide.

agent commits

336

other considered commits

agent contributors

50%

largest contributor

02Drivers

What shapes this result

Mode, timing, and detected signatures show whether the result reflects broad adoption or one concentrated workflow.

Assisted or autonomous

6assisted

0autonomous

Assisted — a developer’s identity authored the commit and the agent added itself as co-author. Autonomous — a bot identity authored the commit without a human identity attached.

Agent share by month

Peak month: 4.9%. Bars are scaled to that peak, not to 100%.

Which agents

Agent	Vendor	Commits	Share
Gemini CLI	Google	4	1.2%
Claude Code	Anthropic	2	0.6%

03Evidence

Inspect the matches

Public commit samples let you inspect the signatures behind the aggregate result.

Matched commit samples

b45a074f on GitHubUpdate src/sirchmunk/cli/web_launcher.pyGemini CLI
cc6babcc on GitHubApply suggestion from @gemini-code-assist[bot]Gemini CLI
7a960b04 on GitHubApply suggestion from @gemini-code-assist[bot]Gemini CLI
8e79d779 on GitHubimprove synthesis prompts: formula definitions, rounding, answer formatClaude Code
82519518 on GitHubfix(mcp): expand ~ in SIRCHMUNK_WORK_PATH and EMBEDDING_CACHE_DIR after doClaude Code

04Method

What entered the denominator

The result begins with commit history, removes merges and routine automation, and reports literal agent signatures as a lower bound.

Exclusion ledger

Commits in window	434
Merge commits removed	−92
CI / dependency bots removed	−0
Considered	342

Bots are excluded from the denominator entirely. Agent attribution requires a literal supported signature; no code-style inference is used.

Continue exploring

Claude Code commitsBrowse repositories with detected Claude Code signatures →Gemini CLI commitsBrowse repositories with detected Gemini CLI signatures →Python AI coding statisticsCompare evidence across Python repositories →GitHub AI commit analyzerInspect another repository with the same evidence model →

Reproduce this observation

Run the same detector locally.

Deterministic signature matching; no code-style inference. Squash merges can remove trailers, so this result remains a measured floor.

npx qmmit-cli modelscope/sirchmunk

Scan another repository

Try

Month	Agent share	Considered commits
2026-02	0%	87
2026-03	4.9%	61
2026-04	2.3%	88
2026-05	3.8%	26
2026-06	0%	6
2026-07	0%	44
2026-08	0%	29
2026-09	0%	1