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.

Apache Camel is an open source integration framework with 350+ connectors. Write routes in Java, YAML, or XML. Run on Spring Boot, Quarkus, or standalone. Apache License 2.0.

01Result

apache/camel ↗

apache/camel AI coding statistics: 48.4%

of 3,383 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
48.4% agent · top contributor 44.8%47 contributors
org-wide

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

1,637
agent commits
1,746
other considered commits
47
agent contributors
44.8%
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

1632assisted
5autonomous

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%426
2026-0325.3%375
2026-0429.2%277
2026-0526.1%464
2026-0653.8%413
2026-0781.5%746
2026-0874.3%382
2026-0975.3%300

Peak month: 81.5%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic158046.7%
Cursor AgentAnysphere672%
OpenAI CodexOpenAI70.2%
GitHub CopilotGitHub30.1%

03Evidence

Inspect the matches

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

Matched commit samples

  • af42f808 on GitHubCAMEL-24708: camel-groovy - a message script variable, the Camel 4 name ofClaude Code
  • a90e886d on GitHubchore: camel-kamelet - fix tests broken by removal of joor languageClaude Code
  • 2aa94912 on GitHubCAMEL-24708: camel-catalog - a compact API reference of the core classes fClaude Code
  • 2c084539 on GitHubCAMEL-23954: Add langchain4j-agent moderation supportCursor Agent
  • 857dc649 on GitHubCAMEL-24630: Fix duplicate kamelet routes on supervised reload (#26173)Cursor Agent
  • 963b900a on GitHubCAMEL-24352: MCP stdio transport for ai-tool routes in Camel Main/JBang (#Cursor Agent
  • f98445ba on GitHubCAMEL-24548 CAMEL-24549: Sync backport upgrade guides (#26021)OpenAI Codex
  • 4a9d3f17 on GitHubCAMEL-24202: camel-tui accessible from a web browser via --webOpenAI Codex
  • be68bd6a on GitHubCAMEL-23383: Add JFR runtime instrumentationOpenAI Codex
  • 2a2a2f74 on GitHubCAMEL-24465: Fix Paho client cleanup after failed startupGitHub Copilot
  • 5acc82ac on GitHubPotential fix for pull request findingGitHub Copilot
  • 1165776e on GitHubMQTT: Throw Runtime Exception when manual ack fails (#22117)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 window5,050
Merge commits removed−11
CI / dependency bots removed−1,656
Considered3,383

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 →Cursor Agent commitsBrowse repositories with detected Cursor Agent signatures →OpenAI Codex commitsBrowse repositories with detected OpenAI Codex 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 apache/camel

Scan another repository

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