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.

Crawlee—A web scraping and browser automation library for Python to build reliable crawlers. Extract data for AI, LLMs, RAG, or GPTs. Download HTML, PDF, JPG, PNG, and other files from websites. Works with Parsel, BeautifulSoup, Playwright, and raw HTTP. Both headful and headless mode. With proxy rotation.

01Result

apify/crawlee-python ↗

apify/crawlee-python AI coding statistics: 9.1%

of 352 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
9.1% agent · top contributor 68.8%5 contributors
team

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

32
agent commits
320
other considered commits
5
agent contributors
68.8%
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

32assisted
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
2026-0221.9%32
2026-0333.3%30
2026-0437.5%24
2026-051.8%57
2026-062%49
2026-073.5%85
2026-081.5%66
2026-090%9

Peak month: 37.5%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic298.2%
GitHub CopilotGitHub41.1%

03Evidence

Inspect the matches

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

Matched commit samples

  • da16f2c9 on GitHubfix(templates): Decouple the Camoufox Playwright version from other imagesClaude Code
  • acbb5a03 on GitHubchore(deps): bump brace-expansion to resolve security alert (#2101)Claude Code
  • ee15bcdf on GitHubci: Add workflow to bump the project template's Playwright version (#2003)Claude Code
  • ee15bcdf on GitHubci: Add workflow to bump the project template's Playwright version (#2003)GitHub Copilot
  • 65e5d183 on GitHubdocs: `ApiLink` generates correct URL for versioned docs (#1870)GitHub Copilot
  • b80f5629 on GitHubfix: Add retry logic for `RedisStorageClient` and `SqlStorageClient` (#183GitHub 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 window509
Merge commits removed−0
CI / dependency bots removed−157
Considered352

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 →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 apify/crawlee-python

Scan another repository

Try