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.

A complete 3-D game development suite written in Java.

01Result

jMonkeyEngine/jmonkeyengine ↗

jMonkeyEngine/jmonkeyengine AI coding statistics: 25.1%

of 199 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
25.1% agent · top contributor 56%7 contributors
team

A small group is using agents. Adoption has spread beyond one person but is not project-wide.

50
agent commits
149
other considered commits
7
agent contributors
56%
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

50assisted
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%15
2026-0344.8%29
2026-0430.8%26
2026-0524.7%77
2026-0628%25
2026-0712.5%16
2026-080%5
2026-0916.7%6

Peak month: 44.8%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
GitHub CopilotGitHub3115.6%
Gemini CLIGoogle199.5%
Claude CodeAnthropic10.5%

03Evidence

Inspect the matches

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

Matched commit samples

  • d0ff5b5f on GitHubStabilize CI: deterministic TestIssue1773, Xvfb retry hardening, Maven 429GitHub Copilot
  • 1d47c5ea on GitHubPrevent Patch meshes from creating unsupported collision data (#2911)GitHub Copilot
  • 2ce75ff6 on GitHubFix fatal JVM crash on macOS during hardware instancing (LwjglGLExt ARB exGitHub Copilot
  • ee9a79ff on GitHubClear stale input states when triggers are removed and fix virtual LT/RT bGemini CLI
  • bff72b30 on GitHubfix nifty to support non rgba images in non-gles backends (#2842)Gemini CLI
  • 0368453f on GitHubMemory allocators overhaul (#2835)Gemini CLI
  • f7b69cfc on GitHubfix: correct parallel projection frustum plane normals for left/right (#26Claude 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 window247
Merge commits removed−0
CI / dependency bots removed−48
Considered199

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 →Gemini CLI commitsBrowse repositories with detected Gemini CLI signatures →Java AI coding statisticsCompare evidence across Java 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 jMonkeyEngine/jmonkeyengine

Scan another repository

Try