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.

AI Toolkit for Healthcare Imaging

01Result

Project-MONAI/MONAI ↗

Project-MONAI/MONAI AI coding statistics: 5.2%

of 194 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
5.2% agent · top contributor 30%7 contributors
team

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

10
agent commits
184
other considered commits
7
agent contributors
30%
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

10assisted
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
2026-023.2%31
2026-030%17
2026-040%29
2026-058%25
2026-060%28
2026-0719%21
2026-086.3%16
2026-097.4%27

Peak month: 19%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic63.1%
GitHub CopilotGitHub42.1%

03Evidence

Inspect the matches

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

Matched commit samples

  • 42910191 on GitHubReport a missing nnunetv2 as an optional dependency in nnUNetV2Runner (#90Claude Code
  • 3e2ff2b1 on GitHubFix GHSA-873f-pvrv-4x83: warn before executing a bundle's config in load()Claude Code
  • 8690ae74 on GitHubfix(MetaTensor): astype with torch dtype now returns MetaTensor preservingClaude Code
  • 46de3c0b on GitHubAdd GPU-accelerated dcm image decoding (#8954)GitHub Copilot
  • abbb47ca on GitHubfix(data): avoid divide-by-zero in pydicom affine for single-slice volumesGitHub Copilot
  • 4f09ed61 on GitHubFix: make y optional in ignore_background (#8647)GitHub Copilot

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 window198
Merge commits removed−0
CI / dependency bots removed−4
Considered194

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 →GitHub Copilot commitsBrowse repositories with detected GitHub Copilot 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 Project-MONAI/MONAI

Scan another repository

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