Pulse
2026-09-18-v3.0
Dataset
2026-09-18-v3.0
Ruleset
b2e8889c66f7
Scanned
2026-09-16
Window
February–September 15, 2026
Local to this browser

01Result

vinta/awesome-python ↗

vinta/awesome-python AI coding statistics: 72.3%

of 715 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
72.3% agent · top contributor 99.2%4 contributors
individual

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

517
agent commits
198
other considered commits
4
agent contributors
99.2%
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

517assisted
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. Across the whole index, 96% of agent commits are assisted.

Agent share by month

Agent-attributed commit share by month
MonthAgent shareConsidered commits
2026-010%2
2026-0211.5%26
2026-0385.2%264
2026-0462.8%86
2026-0552.2%90
2026-060%22
2026-070%16
2026-0890.8%207
2026-090%2

Peak month: 90.8%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic51672.2%
GitHub CopilotGitHub10.1%

03Evidence

Inspect the matches

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

Matched commit samples

  • f3fa6e1d on GitHubdocs: make PR numbers clickable links in review-prs skillClaude Code
  • c1fe131a on GitHubfix: print closing comment drafts verbatim before AskUserQuestionClaude Code
  • 25618e21 on GitHubdocs: warn that renaming an entry can expose it to the pypi sweepClaude Code
  • 39b1476a on GitHubdocs(ai-agents): add OpenAI's framework for building AI agentsGitHub 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 window808
Merge commits removed−90
CI / dependency bots removed−3
Considered715

Bots are excluded from the denominator entirely. Agent attribution requires a literal supported signature; no code-style inference is used.

05Provenance

Pinned to a source state

This observation names the repository state, release, and detector that produced it. Use these identifiers when reproducing or citing the result.

Dataset release
2026-09-18-v3.0
Scan date
2026-09-16
Ruleset
sha256:b2e8889c66f72c18a61839f0bf1a9f77b5481ba2def044dba33c797b2f2bdcae
Canonical repository
vinta/awesome-python
Default branch
master
Resolved HEAD
fde943c5f2f6fa0128b12f68db9ddad7232d2e60 ↗
Resolved
2026-09-16
Measurement window
February–September 15, 2026
Download observation JSONDeterministic export · same values as this page

06Peer context

Position among comparable repositories

The cohort uses the same release and measurement window, then narrows to the repository’s ecosystem and removes low-activity observations.

CohortPython · 247 eligible repositories · at least 100 considered commits2026-09-18-v3.0 · February–September 15, 2026 · 145 of 392 ecosystem repositories excluded
Agent-commit share position97th percentile

Midrank percentile; equal shares split the tied positions.

Repository
72.3%
Cohort median
6.3%
Share rank
8 / 247
0th50th100th

Percentile = (repositories below + half of 1 tied repository) ÷ 247.

Continue exploring

Claude Code commitsBrowse repositories with detected Claude Code signatures →GitHub Copilot commitsBrowse repositories with detected GitHub Copilot signatures →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 vinta/awesome-python

Scan another repository

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