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.

ServerKit is a lightweight, modern server control panel for managing web applications, databases, and services on your VPS or dedicated server. Built with Python/Flask backend and React frontend.

01Result

jhd3197/ServerKit ↗

jhd3197/ServerKit AI coding statistics: 67.9%

of 1,646 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
67.9% agent · top contributor 97.6%2 contributors
individual

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

1,117
agent commits
529
other considered commits
2
agent contributors
97.6%
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

1117assisted
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
2026-020%12
2026-0317.7%62
2026-0419%21
2026-0565.5%87
2026-0680.2%343
2026-0785.2%438
2026-0862.1%589
2026-0933%94

Peak month: 85.2%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic111367.6%
GitHub CopilotGitHub40.2%

03Evidence

Inspect the matches

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

Matched commit samples

  • 9e320586 on GitHubtest(templates): certify an external registry tree, and bring the changeloClaude Code
  • 3f601482 on GitHubfeat(connect): publish inventory, diagnostics and bounded logs to Cloud [sClaude Code
  • e6cac95f on GitHubci(release-smoke): publish every dev push as a pre-release for the Cloud rClaude Code
  • 3a0fd76f on GitHubFix Docker (Go 1.23) + MSI (pin WiX v5) builds in agent-releaseGitHub Copilot
  • 05a70f1a on GitHubBump vulnerable backend deps flagged by SafetyGitHub Copilot
  • f82c12ae on GitHubPin agent to Go 1.23 for CI compatibilityGitHub Copilot

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 window2,088
Merge commits removed−202
CI / dependency bots removed−240
Considered1,646

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 Copilot commitsBrowse repositories with detected GitHub Copilot 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 jhd3197/ServerKit

Scan another repository

Try