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.

The verification layer for coding agents

01Result

VibiumDev/vibium ↗

VibiumDev/vibium AI coding statistics: 39.4%

of 673 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate

39.4% agent · top contributor 95.1%3 contributors

individual

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

265

agent commits

408

other considered commits

agent contributors

95.1%

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

265assisted

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: 95.8%. Bars are scaled to that peak, not to 100%.

Which agents

Agent	Vendor	Commits	Share
Claude Code	Anthropic	265	39.4%

03Evidence

Inspect the matches

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

Matched commit samples

958fbcef on GitHubMake the engine a parameter of the Check and Run suitesClaude Code
76a1f629 on GitHubReport the required checks from one workflowClaude Code
d96631ab on GitHubRaise a pinned page before screenshotting itClaude 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	991
Merge commits removed	−316
CI / dependency bots removed	−2
Considered	673

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 →Go AI coding statisticsCompare evidence across Go 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 VibiumDev/vibium

Scan another repository

Try

Month	Agent share	Considered commits
2026-02	95.8%	168
2026-03	93.6%	94
2026-05	0%	34
2026-06	0%	25
2026-07	57.1%	21
2026-08	0%	282
2026-09	8.2%	49