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.

为OPC/中小微企业量身打造的自媒体获客智能体

01Result

TeamWiseFlow/xiaobei ↗

TeamWiseFlow/xiaobei AI coding statistics: 3.1%

of 576 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
3.1% agent · top contributor 61.1%4 contributors
team

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

18
agent commits
558
other considered commits
4
agent contributors
61.1%
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

Agent-attributed commit share by month
MonthAgent shareConsidered commits
2026-020%6
2026-034.4%45
2026-040%100
2026-0533.3%33
2026-060%5
2026-072.1%233
2026-080%117
2026-090%37

Peak month: 33.3%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic183.1%

03Evidence

Inspect the matches

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

Matched commit samples

  • 4966c34b on GitHubfix(main/xhs+heartbeat): 修 xhs guest session 探活盲区 + profile title 匹配兜底 + HClaude Code
  • 576db3bd on GitHubfix(install.ps1): Windows 安装脚本 8 处修复（中文用户名/中文系统必现） (#462)Claude Code
  • 1196703e on GitHubfeat(main/ui-demo): 重构为 camoufox-cli 方案 + 演习旁观机制 + 录制执行器脚本化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 window685
Merge commits removed−67
CI / dependency bots removed−42
Considered576

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 →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 TeamWiseFlow/xiaobei

Scan another repository

Try