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.

Wife approved HomeOps driven by Kubernetes and GitOps using Flux

01Result

onedr0p/home-ops ↗

onedr0p/home-ops AI coding statistics: 8.5%

of 567 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
8.5% agent · top contributor 91.7%3 contributors
individual

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

48
agent commits
519
other considered commits
3
agent contributors
91.7%
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

4assisted
44autonomous

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
2026-010%1
2026-022%101
2026-039.1%33
2026-042.8%71
2026-0512.5%120
2026-069.1%77
2026-0713.3%98
2026-080%41
2026-0924%25

Peak month: 24%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
DevinCognition457.9%
Claude CodeAnthropic30.5%

03Evidence

Inspect the matches

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

Matched commit samples

  • a0120fcd on GitHubfeat(container): update image ocharted.turbo.ac/kubernetes-sigs.github.io/Devin
  • 98d0c631 on GitHubfix(container): update image ocharted.turbo.ac/ceph.github.io/ceph-csi-opeDevin
  • 461d2ddf on GitHubchore(mise): update tool github:home-operations/flate (0.6.4 ➔ v0.6.5) (#1Devin
  • 4ff37af7 on GitHubfix(envoy-gateway): keep downstream idle timeout above cloudflared keep-alClaude Code
  • 8f3b223d on GitHubfeat(envoy-gateway): raise client buffer limit and set connection idle timClaude Code
  • 2ee2555e on GitHubfix(plex): send X-Plex-Http-Pipeline so Envoy owns the upstream pool (#117Claude 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 window1,664
Merge commits removed−0
CI / dependency bots removed−1,097
Considered567

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 →Devin commitsBrowse repositories with detected Devin 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 onedr0p/home-ops

Scan another repository

Try