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.

Generate and download e-books from online sources.

01Result

lncrawl/lightnovel-crawler ↗

lncrawl/lightnovel-crawler AI coding statistics: 3.2%

of 566 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate

3.2% agent · top contributor 83.3%4 contributors

individual

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

agent commits

548

other considered commits

agent contributors

83.3%

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

18assisted

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: 14.8%. Bars are scaled to that peak, not to 100%.

Which agents

Agent	Vendor	Commits	Share
Claude Code	Anthropic	17	3%
GitHub Copilot	GitHub	1	0.2%

03Evidence

Inspect the matches

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

Matched commit samples

9bc34f63 on GitHubReconnect stale SMTP connections before sending mailClaude Code
b5fb1728 on GitHubUse Optional[str] for invite reply params to match py3.9 targetClaude Code
a1c6bb47 on GitHubSend auto-invite as a threaded reply to the incoming emailClaude Code
7b4cab98 on GitHubPotential fix for pull request finding 'Testing equality to None'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 window	862
Merge commits removed	−1
CI / dependency bots removed	−295
Considered	566

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 lncrawl/lightnovel-crawler

Scan another repository

Try

Month	Agent share	Considered commits
2026-02	0%	45
2026-03	0%	98
2026-04	4.5%	22
2026-05	0.6%	170
2026-06	3.1%	97
2026-07	14.8%	88
2026-08	0%	46