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.

The ultimate training toolkit for finetuning diffusion models

01Result

ostris/ai-toolkit ↗

ostris/ai-toolkit AI coding statistics: 0.4%

of 569 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
0.4% agent · top contributor 50%2 contributors
individual

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

2
agent commits
567
other considered commits
2
agent contributors
50%
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

2assisted
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%11
2026-031.5%66
2026-041.9%52
2026-050%46
2026-060%106
2026-070%117
2026-080%123
2026-090%48

Peak month: 1.9%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Cursor AgentAnysphere10.2%
Claude CodeAnthropic10.2%

03Evidence

Inspect the matches

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

Matched commit samples

  • f213e3b1 on GitHubFix FLUX2 Klein load-time VRAM spikes on low-memory GPUs. (#726)Cursor Agent
  • 489b1942 on GitHubFix CPU/CUDA device mismatch in Klein edit control image encoding (#742)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 window584
Merge commits removed−15
CI / dependency bots removed−0
Considered569

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 →Cursor Agent commitsBrowse repositories with detected Cursor Agent 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 ostris/ai-toolkit

Scan another repository

Try