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 toolbox for gaining geometric insights into high-dimensional data

01Result

ContextLab/hypertools ↗

ContextLab/hypertools AI coding statistics: 93.3%

of 315 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate

93.3% agent · top contributor 99.3%2 contributors

individual

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

294

agent commits

other considered commits

agent contributors

99.3%

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

294assisted

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

Peak month: 93.6%. Bars are scaled to that peak, not to 100%.

Which agents

Agent	Vendor	Commits	Share
Claude Code	Anthropic	294	93.3%

03Evidence

Inspect the matches

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

Matched commit samples

21ee47b0 on GitHubnotes: CI 17/17 success at c433b8f0, and the verified handover stateClaude Code
73647201 on GitHubnotes: third form of the masked-error trap (gh api escape sequences + suppClaude Code
6af09ef6 on GitHubnotes: hover contract re-checked on the animated-forecast figure; Colab viClaude 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 window	338
Merge commits removed	−23
CI / dependency bots removed	−0
Considered	315

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 ContextLab/hypertools

Scan another repository

Try

Month	Agent share	Considered commits
2026-07	92.6%	81
2026-09	93.6%	234