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 AI Blueprint for video search and summarization (VSS) is a GPU-accelerated reference architecture for building video analytics agents with real-time verified alerts, visual Q&A, and automated reporting. The VSS Blueprint uses vision language models (VLMs) such as NVIDIA Cosmos, LLMs such as NVIDIA Nemotron, RAG, and NVIDIA NIMs.

01Result

NVIDIA-AI-Blueprints/video-search-and-summarization ↗

NVIDIA-AI-Blueprints/video-search-and-summarization AI coding statistics: 11.2%

of 2,361 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
11.2% agent · top contributor 50.9%34 contributors
team

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

265
agent commits
2,096
other considered commits
34
agent contributors
50.9%
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

265assisted
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%1
2026-030%2
2026-0411.1%63
2026-0525.9%478
2026-0613.1%229
2026-077%625
2026-086.6%547
2026-095.8%416

Peak month: 25.9%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic25710.9%
Cursor AgentAnysphere110.5%

03Evidence

Inspect the matches

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

Matched commit samples

  • 1e467fa2 on GitHubfix(rtvi-cv): remove broken --version flag from metropolis_perception_appClaude Code
  • f14feecf on GitHubdocs(warehouse): recommend Cosmos Transfer 2.5 on the Sim2Real Data TransfClaude Code
  • 4cd33776 on GitHubfeat(rt-vlm): frame selection and live chunk alignment (#1994)Claude Code
  • 82532db0 on GitHubmerge: sync dev/3.2.0 into develop (-X ours, +#671 nemoclaw fix) (#763)Cursor Agent
  • e8c81e33 on GitHubchore: record main Brev secure-link fix on develop (#751)Cursor Agent
  • 11caac96 on GitHubUpdate Agent and UI container tags (#488)Cursor Agent

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 window2,376
Merge commits removed−1
CI / dependency bots removed−14
Considered2,361

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 NVIDIA-AI-Blueprints/video-search-and-summarization

Scan another repository

Try