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.

ZenML 🙏: One AI Platform from Pipelines to Agents. https://zenml.io.

01Result

zenml-io/zenml ↗

zenml-io/zenml AI coding statistics: 16.1%

of 436 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
16.1% agent · top contributor 45.7%11 contributors
org-wide

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

70
agent commits
366
other considered commits
11
agent contributors
45.7%
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

69assisted
1autonomous

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
2026-025.7%53
2026-033.6%55
2026-042%49
2026-054.5%44
2026-0634.9%106
2026-0711.3%62
2026-0826.2%42
2026-0928%25

Peak month: 34.9%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic6715.4%
GitHub CopilotGitHub20.5%
DevinCognition10.2%

03Evidence

Inspect the matches

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

Matched commit samples

  • da8115fc on GitHubGive the deploying-zenml cards hexagon covers and the Pro hero a blue rebuClaude Code
  • db7706f9 on GitHubSwap the docs card covers for the new brandClaude Code
  • a371949b on GitHubFix lint failures introduced by the software factory example (#5251)Claude Code
  • 50e748ba on GitHubFix GCP Cloud Run deployer timeout for internal/authenticated services (#4GitHub Copilot
  • b74bc0d2 on GitHubRevise Run:AI service account setup and troubleshooting (#4772)GitHub Copilot
  • 65f75507 on GitHubAdd Red Hat OpenShift version to workspace Helm deployment prerequisites (Devin

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 window530
Merge commits removed−20
CI / dependency bots removed−74
Considered436

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 →Devin commitsBrowse repositories with detected Devin 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 zenml-io/zenml

Scan another repository

Try