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.

Kubernetes in the browser.

01Result

ngrok/webernetes ↗

ngrok/webernetes AI coding statistics: 0.7%

of 613 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate

0.7% agent · top contributor 50%3 contributors

individual

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

agent commits

609

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

3assisted

1autonomous

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

Which agents

Agent	Vendor	Commits	Share
GitHub Copilot	GitHub	3	0.5%
Claude Code	Anthropic	1	0.2%

03Evidence

Inspect the matches

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

Matched commit samples

d1ec029f on GitHubchore: pin github actions to full SHAsGitHub Copilot
a4ebf664 on GitHubPotential fix for pull request findingGitHub Copilot
28a9a893 on GitHubPotential fix for pull request findingGitHub Copilot
b8d427a0 on GitHubImprove demo accessibilityClaude 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	702
Merge commits removed	−58
CI / dependency bots removed	−31
Considered	613

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 →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 ngrok/webernetes

Scan another repository

Try

Agent-attributed commit share by month
Month	Agent share	Considered commits
2026-04	0%	31
2026-05	0%	149
2026-06	0.5%	373
2026-07	4%	50
2026-08	0%	10