Using Claude hosted agents to solve open source bugs and perf improvements

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JAIPilot<br>App

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Optimizes Java code—with measured, build-verified proofBy JAIPilot<br>4 installs

Add<br>Tags<br>2 (2)<br>code-qualityai-assisted

Pricing

JAIPilot Trial. 10 build-proven Java PR evaluations for public repositories plan available.

Select a tab navigation<br>JAIPilot optimizes changed Java code—with proof. It works on the exact pull-request head, runs focused tests and the real Maven or Gradle build, then opens one validated companion draft. No proof, no PR.

One small improvement. Repository-native proof.

JAIPilot improves only changed production paths, publishes against the feature branch, and never auto-merges. Failed identity, tests, build, or evidence means no PR.

OpenTelemetry: adopted upstream

Removed redundant timeout scheduling from synchronous export: 1 schedule/cancel pair → 0 . The contributor adopted it into upstream PR #8684. 32 focused tests; 161 build tasks passed. Draft.

Micrometer: 43% faster, 57% less allocation

Removed per-call HashSet work: 14.904 → 8.482 µs/op and 18,616 → 8,000 B/op . 75 focused tests and both affected module builds passed. Same-host JMH over 200 rows. Draft.

Maven Deploy: atomic cache initialization

Atomic initialization removed duplicate full-reactor scans. A 16-thread regression reproduced the baseline race 5/5 ; the candidate produced exactly one scan 15/15 . 29 tests, Checkstyle, RAT, and the clean offline build passed. Draft.

JavaParser: terminate cyclic traversal

Shared-node expansions fell 2 → 1 ; a cycle fixture went timeout → ~20 ms . The full reactor passed 2,094 tests . Draft.

Querydsl: fix zero-hash memoization

Repeated visitor evaluations fell 5 → 1 ; all 27 modules passed . Draft.

Honest outcomes

Audited public 95-run campaign: 60 live drafts, 33 safe no-changes, 1 rejected, 1 withdrawn after independent audit, and 0 auto-merges.

Free for public open source

10 eligible evaluations per GitHub account or organization. Maven or Gradle Java; ready same-repository PRs; public dependencies; up to 100 changed files.

JAIPilot returns the proof: 75 focused tests, two module builds, a measured gain, and limitations.

The whole Micrometer optimization: one production file, +12/-9, removing per-call HashSet work.

Supported languages<br>1 (1)<br>Java<br>Resources

Support<br>Repository<br>Documentation<br>Privacy Policy<br>Terms of Service

Plans and pricing<br>JAIPilot Trial. 10 build-proven Java PR evaluations for public repositories 10 build-proven Java PR evaluations for public repositories<br>$0

10 public Java PR improvement analyses per account or organization<br>Measured before and after when meaningful<br>Clean Maven or Gradle build required<br>Draft fix only when proof passes

Install it for freeNext: Confirm your installation location

JAIPilot is provided by a third-party and is governed by separate terms of service, privacy policy, and support documentation

About

Optimizes Java code—with measured, build-verified proofBy JAIPilot<br>4 installs

Tags<br>2 (2)<br>code-qualityai-assisted

Pricing

JAIPilot Trial. 10 build-proven Java PR evaluations for public repositories plan available.<br>Supported languages<br>1 (1)<br>Java<br>Resources

Support<br>Repository<br>Documentation<br>Privacy Policy<br>Terms of Service

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jaipilot java build public tests draft

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