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.

A beautiful, powerful, self-hosted ROM manager and player.

01Result

rommapp/romm ↗

rommapp/romm AI coding statistics: 53.8%

of 2,711 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate

53.8% agent · top contributor 45.8%25 contributors

org-wide

Adoption is broad. Many contributors are committing agent-authored work, which is what a real organisational rollout looks like.

1,458

agent commits

1,253

other considered commits

agent contributors

45.8%

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

1281assisted

177autonomous

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: 90.1%. Bars are scaled to that peak, not to 100%.

Which agents

Agent	Vendor	Commits	Share
Claude Code	Anthropic	1233	45.5%
GitHub Copilot	GitHub	224	8.3%
Gemini CLI	Google	1	0%

03Evidence

Inspect the matches

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

Matched commit samples

604520b2 on GitHubfix(v2): keep typed confirmations strict on uncollapsible whitespaceClaude Code
d800d60c on GitHubfix(scan): don't report an unanswered lookup as a confirmed missClaude Code
a81cbc2f on GitHubci: fetch the base branch with history in the v1 freeze checkClaude Code
3e735796 on GitHubPotential fix for pull request findingGitHub Copilot
1113387f on GitHubEnhance useUnloadGuard with server-side checkGitHub Copilot
2a01ce98 on GitHubPotential fix for pull request findingGitHub Copilot
d681ca1f on GitHubOptimise database query for auto_exportGemini CLI

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	3,685
Merge commits removed	−894
CI / dependency bots removed	−80
Considered	2,711

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 →GitHub Copilot commitsBrowse repositories with detected GitHub Copilot 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 rommapp/romm

Scan another repository

Try

Month	Agent share	Considered commits
2026-01	0%	1
2026-02	4.8%	104
2026-03	25.3%	257
2026-04	43.6%	257
2026-05	35%	371
2026-06	52.3%	308
2026-07	44.7%	541
2026-08	78.9%	379
2026-09	90.1%	493