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.

NVIDIA Object Oriented Agents: the Pythonic way to build AI Agents.

01Result

NVIDIA-NeMo/labs-OO-Agents ↗

NVIDIA-NeMo/labs-OO-Agents AI coding statistics: 15.3%

of 412 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
15.3% agent · top contributor 39.7%10 contributors
org-wide

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

63
agent commits
349
other considered commits
10
agent contributors
39.7%
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

63assisted
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
2026-0746.8%94
2026-088.6%139
2026-093.9%179

Peak month: 46.8%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic6315.3%

03Evidence

Inspect the matches

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

Matched commit samples

  • 0b61a68b on GitHubfix(sandbox): reject unknown broker request kinds 🤖🤖🤖Claude Code
  • ba750833 on GitHubfix(sandbox): tighten broker and result shape checks, keep dataclass stateClaude Code
  • 7abe5fdf on GitHubfix(sandbox): carry worker->parent pipe traffic as msgpack, never pickle �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 window537
Merge commits removed−125
CI / dependency bots removed−0
Considered412

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 NVIDIA-NeMo/labs-OO-Agents

Scan another repository

Try