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.

AALC，PC端Limbus Company小助手。AALC，Limbus Company Assistant on PC

01Result

KIYI671/AhabAssistantLimbusCompany ↗

KIYI671/AhabAssistantLimbusCompany AI coding statistics: 2.1%

of 681 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
2.1% agent · top contributor 28.6%5 contributors
team

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

14
agent commits
667
other considered commits
5
agent contributors
28.6%
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

10assisted
4autonomous

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
2026-021.4%144
2026-033.9%103
2026-044.4%113
2026-050%121
2026-060%72
2026-070%28
2026-083.5%85
2026-090%15

Peak month: 4.4%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
GitHub CopilotGitHub111.6%
Claude CodeAnthropic30.4%

03Evidence

Inspect the matches

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

Matched commit samples

  • e74d7114 on GitHubPotential fix for pull request findingGitHub Copilot
  • 9f03ef0f on GitHubfix: restore traceback capture in run() after exception propagation refactGitHub Copilot
  • b6d5da60 on GitHubchore: polish review follow-ups for clarity and safetyGitHub Copilot
  • e4f5be35 on GitHub🐛 fix(theme-pack): 同步用户配置时丢弃默认名单已删除的旧关键词Claude Code
  • cba6e294 on GitHub资源: 移除已被复刻封面取代的四张原版主题包封面Claude Code
  • 758188e2 on GitHub添加锁屏操作和运行时防息屏功能Claude 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 window932
Merge commits removed−249
CI / dependency bots removed−2
Considered681

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 KIYI671/AhabAssistantLimbusCompany

Scan another repository

Try