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.

《大模型与智能体》电子书与 6 个编程任务：Transformer、mini-GPT、SFT/DPO、RAG、工具调用与编程智能体。

01Result

nndl/llm-beginner ↗

nndl/llm-beginner AI coding statistics: 25%

of 8 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate

Too little recent activity to publish. Only 8 commits landed in this window, so the percentage is noisy. Repositories below 100 are excluded from the index for this reason.

25% 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.

agent commits

other considered commits

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

2assisted

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: 50%. Bars are scaled to that peak, not to 100%.

Which agents

Agent	Vendor	Commits	Share
Claude Code	Anthropic	2	25%

03Evidence

Inspect the matches

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

Matched commit samples

5aadcadf on GitHub统一六任务自检壳 _eval_harness，补全环境文档与下载健壮性Claude Code
a4d08555 on GitHub合并 llm-agent 元数据，新增 task-1..6 目录骨架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	8
Merge commits removed	−0
CI / dependency bots removed	−0
Considered	8

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 →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 nndl/llm-beginner

Scan another repository

Try

Month	Agent share	Considered commits
2026-05	50%	4
2026-06	0%	2
2026-09	0%	2