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.

Test infrastructure for the Kubernetes project.

01Result

kubernetes/test-infra ↗

kubernetes/test-infra AI coding statistics: 0.2%

of 1,559 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
0.2% agent · top contributor 66.7%2 contributors
individual

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

3
agent commits
1,556
other considered commits
2
agent contributors
66.7%
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

3assisted
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
2026-021.1%183
2026-030%207
2026-040%197
2026-050%231
2026-060%243
2026-070.4%237
2026-080%181
2026-090%80

Peak month: 1.1%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic30.2%

03Evidence

Inspect the matches

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

Matched commit samples

  • 3ab91495 on GitHubfeat: add HyperShift 4.23 and 5.0 periodic tests to TestGridClaude Code
  • 900545b5 on GitHublabel_sync: Continue processing all orgs after per-org failuresClaude Code
  • 423c3707 on GitHubAdd sig-k8s-infra-dns-admins team to DNS job rerun permissionsClaude 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 window2,901
Merge commits removed−1,342
CI / dependency bots removed−0
Considered1,559

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 →Go AI coding statisticsCompare evidence across Go 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 kubernetes/test-infra

Scan another repository

Try