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.

Use PEFT or Full-parameter to CPT/SFT/DPO/GRPO 600+ LLMs (Qwen3.8, DeepSeek-V4, GLM-5.1, InternLM3, Llama4, ...) and 300+ MLLMs (Qwen3-VL, Qwen3-Omni, InternVL3.5, Ovis2.5, GLM5.3, Gemma4, Llava, Phi4, ...) (AAAI 2025).

01Result

modelscope/ms-swift ↗

modelscope/ms-swift AI coding statistics: 0.9%

of 760 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate

0.9% agent · top contributor 28.6%6 contributors

team

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

agent commits

753

other considered commits

agent contributors

28.6%

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

7assisted

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: 2.8%. Bars are scaled to that peak, not to 100%.

Which agents

Agent	Vendor	Commits	Share
Claude Code	Anthropic	4	0.5%
Gemini CLI	Google	2	0.3%
GitHub Copilot	GitHub	1	0.1%

03Evidence

Inspect the matches

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

Matched commit samples

a969914a on GitHub[bugfix] fix typo and stray characters in base argument docstrings (#9985)Claude Code
5afcce57 on GitHub[megatron] Fix FA4 backward recompilation: pass max_seqlen as int in PackeClaude Code
efa0db87 on GitHub[ci] introduce uv to accelerate pip install (#9297)Claude Code
054e90bf on GitHubAdd Qwen3.5 NPU A3 16die script (#9569)Gemini CLI
976fc9e7 on GitHubfix npu hccl timeout (#8281)Gemini CLI
76aaf5a9 on GitHubNpu doc update (#9245)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 window	760
Merge commits removed	−0
CI / dependency bots removed	−0
Considered	760

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 →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 modelscope/ms-swift

Scan another repository

Try

Month	Agent share	Considered commits
2026-02	0%	63
2026-03	0.9%	117
2026-04	0%	119
2026-05	1.1%	87
2026-06	2.8%	109
2026-07	1.3%	77
2026-08	1%	104
2026-09	0%	84