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.

Agent framework for the JVM. Pronounced Em-BAY-bel /ɛmˈbeɪbəl/

01Result

embabel/embabel-agent ↗

embabel/embabel-agent AI coding statistics: 9%

of 545 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
9% agent · top contributor 38.8%7 contributors
team

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

49
agent commits
496
other considered commits
7
agent contributors
38.8%
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

49assisted
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
2026-020.8%128
2026-032.3%88
2026-040%62
2026-050%58
2026-0629.3%58
2026-0712.1%58
2026-0823.1%78
2026-0926.7%15

Peak month: 29.3%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic468.4%
GitHub CopilotGitHub30.6%

03Evidence

Inspect the matches

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

Matched commit samples

  • cf696097 on GitHubA tool's argument list says what it accepts, so a wrong name can be named Claude Code
  • 450e922e on GitHubFeature: Agent and Action Delay Policy (#1985)Claude Code
  • d3931a7b on GitHubAgent state that outlives a node needs a backend. Integrating one per consClaude Code
  • 95da581c on GitHub#1713 - Add Claude Opus 4.8 to the Anthropic model registry (#1714)GitHub Copilot
  • 98a2c2c8 on GitHubMakes completionsPath and embeddingsPath configurable (#1506)GitHub Copilot
  • 79240553 on GitHubFix README metrics table to reflect agent tag added (#1464)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 window558
Merge commits removed−12
CI / dependency bots removed−1
Considered545

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 →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 embabel/embabel-agent

Scan another repository

Try