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.

Cutting edge AI technology for automated audio transcription. A nice GUI for OpenAIs Whisper and pyannote (speaker identification)

01Result

kaixxx/noScribe ↗

kaixxx/noScribe AI coding statistics: 41%

of 78 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate

Too little recent activity to publish. Only 78 commits landed in this window, so the percentage is noisy. Repositories below 100 are excluded from the index for this reason.

41% agent · top contributor 87.5%3 contributors

individual

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

32

agent commits

46

other considered commits

3

agent contributors

87.5%

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

32assisted

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

Which agents

Agent	Vendor	Commits	Share
Claude Code	Anthropic	32	41%

03Evidence

Inspect the matches

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

Matched commit samples

4f6a07b3 on GitHubPre-select the current audio files only in the Windows dialog, so the seleClaude Code
7fe6c0e1 on GitHubChoose the output folder for a batch in one dialog, and log the transcriptClaude Code
a95919bb on GitHubSkip the locked-file test where chmod 000 cannot lock anything, so the suiClaude 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	98
Merge commits removed	−20
CI / dependency bots removed	−0
Considered	78

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 kaixxx/noScribe

Scan another repository

Try