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.

Flower: A Friendly Federated AI Framework

01Result

flwrlabs/flower ↗

flwrlabs/flower AI coding statistics: 6.8%

of 1,146 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
6.8% agent · top contributor 25.6%13 contributors
org-wide

Adoption is broad. Many contributors are committing agent-authored work, which is what a real organisational rollout looks like.

78
agent commits
1,068
other considered commits
13
agent contributors
25.6%
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

78assisted
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
2026-0217.4%115
2026-0316%169
2026-0412.5%96
2026-051.3%158
2026-060.7%152
2026-072%152
2026-085%218
2026-092.3%86

Peak month: 17.4%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
GitHub CopilotGitHub786.8%

03Evidence

Inspect the matches

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

Matched commit samples

  • 6d6db795 on GitHubrefactor(framework): Share Runtime API router between SuperLink and SuperNGitHub Copilot
  • 618671c2 on GitHubbreak(framework): Make all APIs share SSL settings by default (#8106)GitHub Copilot
  • 5b7c1187 on GitHubfeat(framework): Add configurable SuperExec task polling interval (#8041)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 window1,166
Merge commits removed−0
CI / dependency bots removed−20
Considered1,146

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 →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 flwrlabs/flower

Scan another repository

Try