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 Python framework to write Kubernetes operators in just a few lines of code

01Result

nolar/kopf ↗

nolar/kopf AI coding statistics: 19.2%

of 125 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate

19.2% agent · top contributor 75%2 contributors

individual

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

agent commits

101

other considered commits

agent contributors

75%

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

24assisted

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: 66.7%. Bars are scaled to that peak, not to 100%.

Which agents

Agent	Vendor	Commits	Share
Claude Code	Anthropic	24	19.2%

03Evidence

Inspect the matches

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

Matched commit samples

82e08b5e on GitHubdocs: document event posting retries and backoff settings (#513)Claude Code
f525bb2d on GitHubfeat: per-object event poster with non-blocking retries (#513)Claude Code
401e5fde on GitHubfeat: forward event backoffs from post_event to api.post (#513)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	186
Merge commits removed	−61
CI / dependency bots removed	−0
Considered	125

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 →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 nolar/kopf

Scan another repository

Try

Month	Agent share	Considered commits
2026-02	5.9%	34
2026-03	16.7%	66
2026-04	33.3%	15
2026-06	66.7%	9
2026-07	0%	1