Pulse
2026-09-18-v3.0
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.

AI-powered GitHub stars manager with semantic search, auto-categorization, and release tracking

01Result

AmintaCCCP/GithubStarsManager ↗

AmintaCCCP/GithubStarsManager AI coding statistics: 20.5%

of 878 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
20.5% agent · top contributor 93.3%3 contributors
individual

One person is driving this. The headline number reflects a single contributor's workflow, not a project-wide shift.

180
agent commits
698
other considered commits
3
agent contributors
93.3%
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

180assisted
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

Agent-attributed commit share by month
MonthAgent shareConsidered commits
2026-020%22
2026-030%52
2026-0412.8%78
2026-0552.1%94
2026-0656.6%143
2026-0727.4%62
2026-087.9%290
2026-090%137

Peak month: 56.6%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic18020.5%

03Evidence

Inspect the matches

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

Matched commit samples

  • 58d30779 on GitHubfix(store): keep searchResults through addRepository; add pull-loop regresClaude Code
  • ab3bc139 on GitHubfix(sync): unify push/pull repo fingerprints on one client-only field setClaude Code
  • 118972d6 on GitHubfix(store): converge repos hash on push to match backend projection (FixesClaude 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 window1,037
Merge commits removed−155
CI / dependency bots removed−4
Considered878

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 →TypeScript AI coding statisticsCompare evidence across TypeScript 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 AmintaCCCP/GithubStarsManager

Scan another repository

Try