Analyzes current changes and suggests how to split them into smaller, reviewable PRs

Generates polished GitHub release notes for a ToolHive release by analyzing every merged PR, cross-referencing linked issues, dispatching expert agents to assess breaking changes, and producing a formatted release body. Use when the user provides a GitHub release URL, tag name, or says "release notes".

Implements a GitHub user story from planning through PR creation, with research, codebase analysis, and structured commits.

Reviews documentation for factual accuracy

Deploys a VirtualMCPServer configuration locally for manual testing and verification

Deploy the OpenTelemetry observability stack (Prometheus, Grafana, OTEL Collector) to a Kind cluster for testing toolhive telemetry. Use when you need to set up monitoring, metrics collection, or observability infrastructure.

Finds flaky tests on the main branch by analyzing GitHub Actions failures, ranks them by frequency, and enters parallel plan mode to design deflake strategies. Use when you want to find and fix the flakiest tests.

Augments human code review by summarizing changes, surfacing key review questions, assessing test coverage, and identifying low-risk sections. Use when reviewing a diff, PR, or code snippet as a senior review partner.

Validates operator chart contribution practices (helm template, ct lint, docs generation) before committing changes.

Captures a team convention or best practice and adds it to the appropriate .claude/rules/ or .claude/agents/ file

Assistance with triage of unprioritized issues. Use when the user asks for help with triage.

Ensure the plugin remains compatible with the latest IntelliJ Platform releases and EAP (Early Access Program) builds.

Eliminate plugin verification warnings and errors (Internal API usage, Override-only API usage, etc.) identified by ./gradlew verifyPlugin.

Remove support for an older IntelliJ Platform / Android Studio version from the project and clean up obsolete code, baselines, and CI configurations.

Optimize memory usage, consistency, and performance by migrating standard Java/Kotlin classes to IntelliJ's specialized com.intellij.util implementations.

Perform a pedantic, multi-perspective code review on the current diff or git changes against the styleguide and software engineering best practices.

Reduce plugin size by scanning resources/icons and removing unreferenced assets.

Reduce technical debt and improve code quality by systematically resolving static analysis warnings.

Prevent UI freezes and ensure a responsive user experience by validating threading rules and migrating blocking calls off the Event Dispatch Thread (EDT).

Optimize plugin size and security by removing unused dependencies and updating outdated libraries.