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.

01Result

HiddenRamblings/TagMo ↗

HiddenRamblings/TagMo AI coding statistics: 20.9%

of 110 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate

20.9% agent · top contributor 95.7%2 contributors

individual

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

agent commits

other considered commits

agent contributors

95.7%

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

1assisted

22autonomous

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: 56%. Bars are scaled to that peak, not to 100%.

Which agents

Agent	Vendor	Commits	Share
GitHub Copilot	GitHub	22	20%
Claude Code	Anthropic	1	0.9%

03Evidence

Inspect the matches

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

Matched commit samples

4a5eac8e on GitHubRoute Pixl spinner option to PIXL_JS modeGitHub Copilot
a45d9465 on GitHubRemove separate Pixl settings menu entryGitHub Copilot
4712ebaa on GitHubAdd dedicated Pixl.js mode wiringGitHub Copilot
4cec3fbb on GitHubAdd ChameleonUltra as a BLE device (push amiibo dumps to emulator slots)Claude 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	122
Merge commits removed	−12
CI / dependency bots removed	−0
Considered	110

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 →JavaScript AI coding statisticsCompare evidence across JavaScript 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 HiddenRamblings/TagMo

Scan another repository

Try

Month	Agent share	Considered commits
2026-02	0%	6
2026-03	50%	14
2026-04	14.3%	7
2026-05	56%	25
2026-06	4.8%	21
2026-07	0%	32
2026-08	0%	4
2026-09	0%	1