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.

Scalable data pre processing and curation toolkit for LLMs

01Result

NVIDIA-NeMo/Curator ↗

NVIDIA-NeMo/Curator AI coding statistics: 19%

of 343 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
19% agent · top contributor 29.2%15 contributors
org-wide

Adoption is broad. Many contributors are committing agent-authored work, which is what a real organisational rollout looks like.

65
agent commits
278
other considered commits
15
agent contributors
29.2%
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

65assisted
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%39
2026-0310.8%37
2026-0418.6%86
2026-0546.7%30
2026-0634.1%44
2026-0731.9%47
2026-082.5%40
2026-090%20

Peak month: 46.7%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic6017.5%
Cursor AgentAnysphere51.5%
OpenAI CodexOpenAI10.3%

03Evidence

Inspect the matches

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

Matched commit samples

  • 2c7bd54e on GitHubPort FFmpeg video codec support updates to main (#2217)Claude Code
  • 4c0e8df1 on GitHubfeat(deps): make opencv optional to strip ffmpeg CVEs from [all] (#2216)Claude Code
  • a00c30e0 on GitHub[codex] docs: add long-form audio cutting guide (#2136)Claude Code
  • 44d37e00 on GitHubdocs(audio): document arm64/aarch64 platform constraints (#2169)Cursor Agent
  • 4e592ba5 on GitHub[codex] Document SLURM job arrays and retries (#2154)Cursor Agent
  • 842c2929 on GitHub[codex] Add Nemotron-CLIMB data-curation recipe (#2138)Cursor Agent
  • 0b87e604 on GitHubchore(deps): Update to Ray 2.56.1 + Dynamo 1.3.0 + vLLM 0.22 (cu129) (#206OpenAI Codex

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 window386
Merge commits removed−0
CI / dependency bots removed−43
Considered343

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 →OpenAI Codex commitsBrowse repositories with detected OpenAI Codex 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 NVIDIA-NeMo/Curator

Scan another repository

Try