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.

Static analysis for GitHub Actions (and more)

01Result

zizmorcore/zizmor ↗

zizmorcore/zizmor AI coding statistics: 1.9%

of 360 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
1.9% agent · top contributor 42.9%5 contributors
team

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

7
agent commits
353
other considered commits
5
agent contributors
42.9%
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

7assisted
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
2026-024.7%43
2026-035%80
2026-040%51
2026-050%56
2026-064%25
2026-070%42
2026-080%51
2026-090%12

Peak month: 5%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic61.7%
GitHub CopilotGitHub10.3%

03Evidence

Inspect the matches

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

Matched commit samples

  • b77c55de on GitHubfeat(adhoc-packages): Implement an adhoc-packages rule for banning `gem inClaude Code
  • 37cc1ef8 on GitHubFix concurrency-limits audit to report at workflow level (#1793)Claude Code
  • 4224d3da on GitHubDetect cooldown + multi-ecosystem-group interactions in Dependabot (#1780)Claude Code
  • 8a1ae3af on GitHubdependabot-cooldown: skip pre-commit ecosystem (#1758)GitHub 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 window448
Merge commits removed−0
CI / dependency bots removed−88
Considered360

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 →Rust AI coding statisticsCompare evidence across Rust 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 zizmorcore/zizmor

Scan another repository

Try