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.

Lightweight Image Video Action Generation Inference Framework

01Result

ModelTC/LightX2V ↗

ModelTC/LightX2V AI coding statistics: 5.5%

of 511 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate

5.5% agent · top contributor 17.9%20 contributors

org-wide

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

agent commits

483

other considered commits

agent contributors

17.9%

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

28assisted

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: 12.7%. Bars are scaled to that peak, not to 100%.

Which agents

Agent	Vendor	Commits	Share
Gemini CLI	Google	19	3.7%
Cursor Agent	Anysphere	6	1.2%
Claude Code	Anthropic	4	0.8%

03Evidence

Inspect the matches

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

Matched commit samples

c63d659b on GitHubrefactor: implement registries as mutable mappings (#1237)Gemini CLI
8a294726 on GitHubAdd SwanLab training monitor (#1256)Gemini CLI
d8132950 on GitHubReiew pr #1159 and refactor codes (#1231)Gemini CLI
1c9b3fde on GitHubfix(rocm): make the aiter attention backend usable on gfx1100/gfx1201 (#14Cursor Agent
d5d5723d on GitHubfix(attn): enable GQA broadcast in torch_sdpa (#1472)Cursor Agent
a5a2afa1 on GitHubDev lightx2v train (#1310)Cursor Agent
70b435c3 on GitHubAdd token usage computation to OpenAI image API response (#1180)Claude Code
3dd8c882 on GitHubfeat(platform): discover out-of-tree backends via entry points (#1126)Claude Code
d16855d5 on GitHubfeat: add MXFP8 fused operators for Wan transformer inference on SM120 (#1Claude 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	511
Merge commits removed	−0
CI / dependency bots removed	−0
Considered	511

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 →Gemini CLI commitsBrowse repositories with detected Gemini CLI 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 ModelTC/LightX2V

Scan another repository

Try

Month	Agent share	Considered commits
2026-02	8.6%	35
2026-03	4.1%	49
2026-04	3.1%	64
2026-05	9.4%	53
2026-06	12.7%	79
2026-07	4.9%	81
2026-08	0%	110
2026-09	5%	40