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.

NGINX and NGINX Plus Ingress Controllers for Kubernetes

01Result

nginx/kubernetes-ingress ↗

nginx/kubernetes-ingress AI coding statistics: 12.5%

of 271 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
12.5% agent · top contributor 38.2%8 contributors
team

A small group is using agents. Adoption has spread beyond one person but is not project-wide.

34
agent commits
237
other considered commits
8
agent contributors
38.2%
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

34assisted
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
2026-020%30
2026-035.6%36
2026-0424.3%37
2026-0527.3%44
2026-0610.3%39
2026-0711.1%36
2026-089.7%31
2026-090%18

Peak month: 27.3%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
GitHub CopilotGitHub3412.5%

03Evidence

Inspect the matches

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

Matched commit samples

  • 12e5b0ff on GitHubfix: emit `error_page 401 = "..."` for ExternalAuth authSigninURI (#10594)GitHub Copilot
  • 738713a7 on GitHubadds developer documentation on github comment workflows (#10508)GitHub Copilot
  • 52ccc2d1 on GitHubfix: skip secret lookup when tls[].secretName is empty (fixes spurious warGitHub Copilot

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 window662
Merge commits removed−48
CI / dependency bots removed−343
Considered271

Bots are excluded from the denominator entirely. Agent attribution requires a literal supported signature; no code-style inference is used.

Continue exploring

GitHub Copilot commitsBrowse repositories with detected GitHub Copilot 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 nginx/kubernetes-ingress

Scan another repository

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