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.

LUPINE is a GPU over IP bridge allowing GPUs on remote machines to be attached to CPU-only machines.

01Result

lupinemachines/lupine ↗

lupinemachines/lupine AI coding statistics: 2.8%

of 434 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
2.8% agent · top contributor 100%1 contributor
individual

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

12
agent commits
422
other considered commits
1
agent contributors
100%
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

12assisted
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
2026-050%25
2026-060%53
2026-073.3%123
2026-080%156
2026-0910.4%77

Peak month: 10.4%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic71.6%
GitHub CopilotGitHub51.2%

03Evidence

Inspect the matches

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

Matched commit samples

  • 16f1066a on GitHubAdd a cuDNN shim covering the whole cuDNN 9 API (#773)Claude Code
  • 50247e89 on GitHubAdd a cuFFT shim covering the whole cufft API (#709)Claude Code
  • d42014a5 on GitHubAdd cuBLAS and cuBLASLt shims covering their whole APIs (#707)Claude Code
  • cdecb08e on GitHubShip runtime-only Python wheels with cloud auth (#690)GitHub Copilot
  • 6b59c0fd on GitHubPotential fix for code scanning alert no. 1: Workflow does not contain perGitHub Copilot
  • a249181e on GitHubPotential fix for code scanning alert no. 2: Workflow does not contain perGitHub 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 window437
Merge commits removed−0
CI / dependency bots removed−3
Considered434

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 →C++ AI coding statisticsCompare evidence across C++ 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 lupinemachines/lupine

Scan another repository

Try