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.

TestNG testing framework

01Result

testng-team/testng ↗

testng-team/testng AI coding statistics: 1.7%

of 405 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
1.7% agent · top contributor 71.4%2 contributors
individual

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

7
agent commits
398
other considered commits
2
agent contributors
71.4%
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

7assisted
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%1
2026-0350%2
2026-040%5
2026-050%1
2026-0611.1%9
2026-070%61
2026-080%221
2026-094.8%105

Peak month: 50%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic71.7%

03Evidence

Inspect the matches

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

Matched commit samples

  • 2b2cadb1 on GitHubbuild(style): make the writing-style settings visible and settableClaude Code
  • 54a43e31 on GitHubbuild(style): pin the npm wrapper apart from the Vale versionClaude Code
  • 659580e2 on GitHubbuild(style): check added lines, not whole changed filesClaude 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 window511
Merge commits removed−85
CI / dependency bots removed−21
Considered405

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 →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 testng-team/testng

Scan another repository

Try