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.

Train, inspect, edit, automate, and export 3D Gaussian Splatting scenes from a single native application.

01Result

MrNeRF/LichtFeld-Studio ↗

MrNeRF/LichtFeld-Studio AI coding statistics: 0.4%

of 1,385 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate

0.4% agent · top contributor 40%4 contributors

team

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

agent commits

1,380

other considered commits

agent contributors

40%

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

5assisted

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

Peak month: 2%. Bars are scaled to that peak, not to 100%.

Which agents

Agent	Vendor	Commits	Share
Claude Code	Anthropic	5	0.4%

03Evidence

Inspect the matches

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

Matched commit samples

e4517caa on GitHubMasks: compare segment_and_ignore bands on the normalized mask scale (#208Claude Code
471b2bd7 on GitHubCOLMAP dataset import is almost 5x faster (#1950)Claude Code
596194d5 on GitHubSOG export is 10% smaller and 6% faster (#1949)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 window	1,673
Merge commits removed	−1
CI / dependency bots removed	−287
Considered	1,385

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 →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 MrNeRF/LichtFeld-Studio

Scan another repository

Try

Month	Agent share	Considered commits
2026-02	0%	120
2026-03	0%	252
2026-04	0%	185
2026-05	0.6%	170
2026-06	0.5%	183
2026-07	0%	93
2026-08	0%	232
2026-09	2%	150