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.

01Result

kohya-ss/musubi-tuner ↗

kohya-ss/musubi-tuner AI coding statistics: 70.4%

of 108 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
70.4% agent · top contributor 64.5%5 contributors
team

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

76
agent commits
32
other considered commits
5
agent contributors
64.5%
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

76assisted
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
2026-0233.3%3
2026-030%1
2026-0475%4
2026-0516.7%6
2026-0641.2%17
2026-0740%5
2026-0888.9%36
2026-0983.3%36

Peak month: 88.9%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic7569.4%
GitHub CopilotGitHub32.8%

03Evidence

Inspect the matches

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

Matched commit samples

  • 0949b6ef on GitHubMiniMax-H3: add Japanese collapsed sections to the user guideClaude Code
  • 5c3d45a7 on GitHubMiniMax-H3: restructure the docs into a user guide, the one-frame guide, aClaude Code
  • 31427d0c on GitHubMiniMax-H3: merge --base_weights into a BF16 source before ConvRot INT8 quClaude Code
  • 9bfc5a48 on GitHubFeat h2d only block swap (#972)GitHub Copilot
  • cdcb1960 on GitHubfeat: Make per-sample forward to single (batch) forward in HiDream-O1 t2i GitHub Copilot
  • 0b2d6929 on GitHubfeat: add LoHa and LoKr network modules with architecture detection (#900)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 window166
Merge commits removed−58
CI / dependency bots removed−0
Considered108

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 kohya-ss/musubi-tuner

Scan another repository

Try