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.

A Kubernetes TUI, reimagined in Rust - built on kube-rs and ratatui, async-first from the ground up.

01Result

nklmilojevic/sofka ↗

nklmilojevic/sofka AI coding statistics: 4.7%

of 594 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate

4.7% agent · top contributor 82.1%4 contributors

individual

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

agent commits

566

other considered commits

agent contributors

82.1%

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

28assisted

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: 7.4%. Bars are scaled to that peak, not to 100%.

Which agents

Agent	Vendor	Commits	Share
Claude Code	Anthropic	28	4.7%

03Evidence

Inspect the matches

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

Matched commit samples

31e45a4e on GitHubfix: leave contexts without a reachable cluster out of the name indexClaude Code
f4c04412 on GitHubfix: guard the ARN-tail match and read the kubeconfig onceClaude Code
260ce019 on GitHubfix: resolve Argo CD destination names against every kubeconfig contextClaude 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	992
Merge commits removed	−351
CI / dependency bots removed	−47
Considered	594

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 →Rust AI coding statisticsCompare evidence across Rust 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 nklmilojevic/sofka

Scan another repository

Try

Month	Agent share	Considered commits
2026-07	0%	171
2026-08	0%	45
2026-09	7.4%	378