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.

TEAMMATES is a feedback management tool for education

01Result

TEAMMATES/teammates ↗

TEAMMATES/teammates AI coding statistics: 7.3%

of 494 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
7.3% agent · top contributor 91.7%2 contributors
individual

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

36
agent commits
458
other considered commits
2
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

36assisted
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%19
2026-030%42
2026-044.8%83
2026-0524.2%120
2026-061.4%208
2026-070%22

Peak month: 24.2%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
GitHub CopilotGitHub367.3%

03Evidence

Inspect the matches

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

Matched commit samples

  • 31a158a3 on GitHub[#13721] Combine create/update instructor and update privilege actions (#1GitHub Copilot
  • 912c9b07 on GitHub[#13721] Migrate course wide session results page to use sectionId insteadGitHub Copilot
  • 1447a61c on GitHub[#13721] Move permissions logic from instructor entity to dedicated logic GitHub 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 window494
Merge commits removed−0
CI / dependency bots removed−0
Considered494

Bots are excluded from the denominator entirely. Agent attribution requires a literal supported signature; no code-style inference is used.

Continue exploring

GitHub Copilot commitsBrowse repositories with detected GitHub Copilot 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 TEAMMATES/teammates

Scan another repository

Try