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.

Machine Learning Pipelines for Kubeflow

01Result

kubeflow/pipelines ↗

kubeflow/pipelines AI coding statistics: 4.6%

of 567 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
4.6% agent · top contributor 15.4%14 contributors
org-wide

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

26
agent commits
541
other considered commits
14
agent contributors
15.4%
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

26assisted
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
2026-023.9%76
2026-033.5%114
2026-044.5%66
2026-055.4%37
2026-065.5%55
2026-077.8%103
2026-084.2%71
2026-090%45

Peak month: 7.8%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
GitHub CopilotGitHub203.5%
Cursor AgentAnysphere50.9%
Claude CodeAnthropic30.5%

03Evidence

Inspect the matches

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

Matched commit samples

  • 17b0b729 on GitHubchore(release): sync 2.17.1 to master (#14190)GitHub Copilot
  • 0836ba65 on GitHubfix(backend): preserve optional defaults when resolving container args (#1GitHub Copilot
  • 4759272c on GitHubfix(ci): retry issue analyzer on title edits (#14061)GitHub Copilot
  • ff793f3d on GitHubfeat(frontend,backend): show actual retry start time for pipeline runs. FiCursor Agent
  • 352e9ea6 on GitHubfix: correct typo pipline_func_args -> pipeline_func_args in pipeline… (#1Cursor Agent
  • 5a02e6ad on GitHubFeat(workflow) Add multi-arch docker buildx support to the image building Cursor Agent
  • ed308e29 on GitHubfeat: add TLS MinVersion and cipher suite CLI flags to apiserver (#13609)Claude Code
  • 186dd1f3 on GitHubfix(backend): enforce pipeline authorization (#13288)Claude Code
  • f8ee99ce on GitHubfix(backend): resolve use_secret_as_env pipeline params in ParallelFor (#1Claude 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 window741
Merge commits removed−0
CI / dependency bots removed−174
Considered567

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 →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 kubeflow/pipelines

Scan another repository

Try