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 Python library for anomaly detection across tabular, time series, graph, text, image, and audio data. 60+ detectors, benchmark-backed ADEngine orchestration, and an agentic workflow for AI agents.

01Result

yzhao062/pyod ↗

yzhao062/pyod AI coding statistics: 6%

of 166 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
6% agent · top contributor 50%3 contributors
individual

One person is driving this. The headline number reflects a single contributor's workflow, not a project-wide shift.

10
agent commits
156
other considered commits
3
agent contributors
50%
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

10assisted
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%10
2026-0350%2
2026-040%82
2026-0513.9%36
2026-060%12
2026-070%6
2026-0823.5%17
2026-090%1

Peak month: 50%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic106%

03Evidence

Inspect the matches

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

Matched commit samples

  • b4f897c9 on GitHubfix(rod): eliminate RuntimeWarning when a point coincides with the geometrClaude Code
  • e9885641 on GitHubfixup! fix(cblof): guard n_jobs forwarding against sklearn 0.23/0.24 FuturClaude Code
  • 80d2f3ac on GitHubfixup! fix(cblof): guard n_jobs forwarding against sklearn 0.23/0.24 FuturClaude 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 window198
Merge commits removed−32
CI / dependency bots removed−0
Considered166

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 →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 yzhao062/pyod

Scan another repository

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