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 LLM vulnerability scanner

01Result

NVIDIA/garak ↗

NVIDIA/garak AI coding statistics: 6.8%

of 702 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate

6.8% agent · top contributor 16.7%17 contributors

org-wide

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

agent commits

654

other considered commits

agent contributors

16.7%

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

48assisted

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

Peak month: 40.9%. Bars are scaled to that peak, not to 100%.

Which agents

Agent	Vendor	Commits	Share
Claude Code	Anthropic	47	6.7%
OpenAI Codex	OpenAI	1	0.1%

03Evidence

Inspect the matches

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

Matched commit samples

0e32de4a on GitHubfix(analyze): restamp run only on entries that define oneClaude Code
61178757 on GitHubtest(analyze): add attempt identity regression testsClaude Code
8de6cfb9 on GitHubfix(analyze): stop aggregation overwriting attempt uuidsClaude Code
48bef7b9 on GitHubFix ggml call output handlingOpenAI 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 window	1,031
Merge commits removed	−227
CI / dependency bots removed	−102
Considered	702

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 →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/garak

Scan another repository

Try

Month	Agent share	Considered commits
2026-02	0.5%	195
2026-03	0%	94
2026-04	5.1%	117
2026-05	8.1%	62
2026-06	4.3%	94
2026-07	40.9%	66
2026-08	3.7%	54
2026-09	15%	20