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.

Modern protocol-side framework based on NTQQ

NapNeko/NapCatQQ ↗

NapNeko/NapCatQQ AI coding statistics: 3.3%

of 241 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
3.3% agent · top contributor 75%3 contributors
individual

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

8
agent commits
233
other considered commits
3
agent contributors
75%
largest contributor

What shapes this result

Mode, timing, and detected signatures show whether the result reflects broad adoption or one concentrated workflow.

Assisted or autonomous

8assisted
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%102
2026-030%62
2026-0429.4%17
2026-0511.1%18
2026-060%12
2026-0720%5
2026-080%15
2026-090%10

Peak month: 29.4%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
GitHub CopilotGitHub72.9%
Claude CodeAnthropic10.4%

Inspect the matches

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

Matched commit samples

  • bbf82203 on GitHubfix: restart HTTP server when host changes (#1836)GitHub Copilot
  • b253fd82 on GitHubFix WebUI login page stuck when navigating via token URL (#1835)GitHub Copilot
  • fa97d15c on GitHubFix: /get_cookies under the QZone domain returned bkn unexpectedly (#1762)GitHub Copilot
  • 738e272d on GitHubfix(onebot): 引用回复解析中 quick_reply 形参未解构导致 reply 段丢失 (#1952)Claude Code

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 window244
Merge commits removed−3
CI / dependency bots removed−0
Considered241

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

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 NapNeko/NapCatQQ

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