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.

An XMPP server licensed under the Open Source Apache License.

01Result

igniterealtime/Openfire ↗

igniterealtime/Openfire AI coding statistics: 2.4%

of 758 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate

2.4% agent · top contributor 61.1%4 contributors

team

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

agent commits

740

other considered commits

agent contributors

61.1%

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

11autonomous

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

Peak month: 10.6%. Bars are scaled to that peak, not to 100%.

Which agents

Agent	Vendor	Commits	Share
GitHub Copilot	GitHub	17	2.2%
Claude Code	Anthropic	1	0.1%

03Evidence

Inspect the matches

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

Matched commit samples

ec7a4dc3 on GitHubOF-2534 Missing CopyrightGitHub Copilot
2281a375 on GitHubApply suggestions from code reviewGitHub Copilot
0fbf85f0 on GitHubOF-2535: Make test SASL provider less genericGitHub Copilot
9045deaf on GitHubFix S2S dialback not offered in post-TLS features when self-signed certs aClaude 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 window	886
Merge commits removed	−86
CI / dependency bots removed	−42
Considered	758

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 →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 igniterealtime/Openfire

Scan another repository

Try

Month	Agent share	Considered commits
2026-02	0%	14
2026-03	10.6%	113
2026-04	1.4%	71
2026-05	0.8%	121
2026-06	0%	70
2026-07	2.4%	123
2026-08	0.9%	117
2026-09	0%	129