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.

Inference at the speed of light.

01Result

luminal-ai/luminal ↗

luminal-ai/luminal AI coding statistics: 17.5%

of 659 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
17.5% agent · top contributor 34.8%9 contributors
org-wide

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

115
agent commits
544
other considered commits
9
agent contributors
34.8%
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

115assisted
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
2026-010%1
2026-022%99
2026-035%317
2026-0449.6%117
2026-0518.5%54
2026-0661.5%13
2026-0775%16
2026-0834.6%26
2026-090%16

Peak month: 75%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic11517.5%

03Evidence

Inspect the matches

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

Matched commit samples

  • f285d229 on GitHubMove post-saturation search into the runtime (#420)Claude Code
  • ad437d8c on GitHubluminal_python: promote integer operands on true division (#403)Claude Code
  • be22fa60 on GitHubci: stop running the OpInfo suite in the main Python CUDA job (#405)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 window763
Merge commits removed−104
CI / dependency bots removed−0
Considered659

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 →Rust AI coding statisticsCompare evidence across Rust 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 luminal-ai/luminal

Scan another repository

Try