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.

A toolkit to run Ray applications on Kubernetes

01Result

kuberay-project/kuberay ↗

kuberay-project/kuberay AI coding statistics: 6.2%

of 274 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
6.2% agent · top contributor 29.4%12 contributors
org-wide

Adoption is broad. Many contributors are committing agent-authored work, which is what a real organisational rollout looks like.

17
agent commits
257
other considered commits
12
agent contributors
29.4%
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

17assisted
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
2026-010%1
2026-029.1%33
2026-032%51
2026-040%35
2026-058.8%34
2026-069.1%22
2026-0716.3%43
2026-082.7%37
2026-090%18

Peak month: 16.3%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic93.3%
GitHub CopilotGitHub62.2%
Cursor AgentAnysphere20.7%

03Evidence

Inspect the matches

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

Matched commit samples

  • 9908ecb3 on GitHubBump x/net version used by ray-operator to latest (0.57.0) to address CVEsClaude Code
  • 11de2883 on GitHubray-operator: enable newexpr linter, replace ptr.To with new() (#5019)Claude Code
  • bb6a02f0 on GitHub[helm][kuberay-operator] Don't emit empty ServiceMonitor labels; rename seClaude Code
  • a4280ead on GitHub[GCS FT] Support embedded RocksDB storage backend for GCS fault tolerance GitHub Copilot
  • 148f70e2 on GitHub[Feature] Final Built-In Ingress Support with Host, Path, PathType, and TLGitHub Copilot
  • fe3dc542 on GitHubfix: add additional_dependencies to eslint pre-commit hook (#5025)GitHub Copilot
  • 1df0651f on GitHub[Feature] Add NetworkIsolation support to RayClusters (#4638)Cursor Agent
  • 8d6ea212 on GitHub[CI][Python Client] Retry operator build and extend readiness wait for traCursor Agent

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 window280
Merge commits removed−0
CI / dependency bots removed−6
Considered274

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 →Cursor Agent commitsBrowse repositories with detected Cursor Agent 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 kuberay-project/kuberay

Scan another repository

Try