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.

A lightweight dynamic thread pool framework with built-in monitoring and alerting, unified third-party thread pool management, and support for popular configuration centers (Nacos, Apollo, Zookeeper, Consul, and Etcd), extensible via SPI。

01Result

dromara/dynamic-tp ↗

dromara/dynamic-tp AI coding statistics: 22.1%

of 86 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate

Too little recent activity to publish. Only 86 commits landed in this window, so the percentage is noisy. Repositories below 100 are excluded from the index for this reason.

22.1% agent · top contributor 84.2%3 contributors

individual

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

agent commits

other considered commits

agent contributors

84.2%

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

17assisted

2autonomous

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: 82.4%. Bars are scaled to that peak, not to 100%.

Which agents

Agent	Vendor	Commits	Share
Claude Code	Anthropic	14	16.3%
GitHub Copilot	GitHub	5	5.8%

03Evidence

Inspect the matches

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

Matched commit samples

77222d69 on GitHubtest: add unit tests for LimitedUniformReservoirClaude Code
9551ea93 on GitHubtest: add unit tests for DtpLifecycleSupportClaude Code
fde61410 on GitHubtest: add unit tests for TaskWrappersClaude Code
7493146b on GitHubPotential fix for pull request findingGitHub Copilot
338b6031 on GitHubci: use setup-java v4 temurin for mac jvmti jobGitHub Copilot
b7050a6f on GitHubInitial planGitHub 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 window	101
Merge commits removed	−15
CI / dependency bots removed	−0
Considered	86

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 dromara/dynamic-tp

Scan another repository

Try

Month	Agent share	Considered commits
2026-03	0%	1
2026-04	82.4%	17
2026-05	12.5%	8
2026-06	8.7%	46
2026-07	0%	13
2026-08	0%	1