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.

Perceptual video quality assessment based on multi-method fusion.

01Result

Netflix/vmaf ↗

Netflix/vmaf AI coding statistics: 2.2%

of 138 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
2.2% agent · top contributor 66.7%2 contributors
individual

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

3
agent commits
135
other considered commits
2
agent contributors
66.7%
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

3assisted
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
2026-030%6
2026-040%32
2026-054%75
2026-060%9
2026-070%5
2026-080%4
2026-090%7

Peak month: 4%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic21.4%
Cursor AgentAnysphere10.7%

03Evidence

Inspect the matches

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

Matched commit samples

  • ead2d12b on GitHubpython/test: fix vif_scale3 and adm3_egl_1 tolerances for macOS FP precisiClaude Code
  • d4f65372 on GitHubtest: use pre-sliced 5-frame YUV files in SpEED fixturesClaude Code
  • 32780bd9 on GitHubpython/config: make download_reactively race-safe under parallel executionCursor 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 window160
Merge commits removed−18
CI / dependency bots removed−4
Considered138

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 →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 Netflix/vmaf

Scan another repository

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