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.

Agent skill that turns Claude Code / Codex into a motion-design studio for voiceover-driven explainer videos — word-level voiceover sync, 109 motion recipe cards, an anti-slideshow camera system, Remotion rendering.

01Result

Vincentwei1021/video-talkcraft ↗

Vincentwei1021/video-talkcraft AI coding statistics: 90.2%

of 41 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
Too little recent activity to publish. Only 41 commits landed in this window, so the percentage is noisy. Repositories below 100 are excluded from the index for this reason.
90.2% agent · top contributor 54.1%2 contributors
individual

One person is driving this. The headline number reflects a single contributor's workflow, not a project-wide shift.

37
agent commits
4
other considered commits
2
agent contributors
54.1%
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

37assisted
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
2026-08100%5
2026-0988.9%36

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

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic3790.2%

03Evidence

Inspect the matches

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

Matched commit samples

  • 687c8607 on GitHub透明导出去掉实拍底床：底床根元素标 wb-bed（template/components/bed.tsx 模板），工作台 alpha CSS 隐藏它Claude Code
  • c60abe45 on GitHub工作台：幕级覆盖改为系统层（TrackData.system）——照常渲染 / 导出，不在时间轨显示；拖轨插入位按可见轨换算，同步拆解时给老工程补标Claude Code
  • 4830093f on GitHub统一依赖 runtime/：所有口播工程与工作台的 node_modules 软链到一份，版本只在 runtime/package.json 钉；新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 window52
Merge commits removed−11
CI / dependency bots removed−0
Considered41

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 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 Vincentwei1021/video-talkcraft

Scan another repository

Try