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Expert patterns for Kotlin Coroutines and Flow, covering structured concurrency, error handling, and testing.

AI crawler access analysis. Checks robots.txt, meta tags, and HTTP headers to determine which AI crawlers can access the site. Provides a complete access map and recommendations for maximizing AI visibility while maintaining appropriate control.

Suggests manual context compaction at logical intervals to preserve context through task phases rather than arbitrary auto-compaction.

World-class data science skill for statistical modeling, experimentation, causal inference, and advanced analytics. Expertise in Python (NumPy, Pandas, Scikit-learn), R, SQL, statistical methods, A/B testing, time series, and business intelligence. Includes experiment design, feature engineering, model evaluation, and stakeholder communication. Use when designing experiments, building predictive m

Turn learning content such as YouTube transcripts, articles, or tutorials into concrete action plans, reps, or learning quests with Ship-Learn-Next.

Use when implementation is complete, all tests pass, and you need to decide how to integrate the work - guides completion of development work by presenting structured options for merge, PR, or cleanup

When the user wants to optimize, improve, or increase conversions on any marketing page — including homepage, landing pages, pricing pages, feature pages, or blog posts. Also use when the user says "CRO," "conversion rate optimization," "this page isn't converting," "improve conversions," "why isn't this page working," "my landing page sucks," "nobody's converting," "low conversion rate," "bounce

Escreve e revisa Dockerfiles, Compose, builds OCI/Podman/BuildKit, assinatura e hardening de contêineres. Não se aplica a manifestos K8s, para os quais deve-se usar a skill kubernetes.

One-shot XCUITest scaffolding for macOS SwiftUI apps. Audits the project, generates ranked TIER-1/2/3 test stubs, suggests accessibility identifiers with batch confirmation, and emits a Claude-readable xcresult runner script. Manual invocation only — modifies project files.

Generate memes using the memegen.link API. Use when users request memes, want to add humor to content, or need visual aids for social media. Supports 100+ popular templates with custom text and styling.

MEMORY.md 크기 점검 및 압축. 비대해진 메모리를 정리하여 성능 저하를 방지합니다. /memory-compact로 실행.

Comprehensive GitHub release orchestration with AI swarm coordination for automated versioning, testing, deployment, and rollback management. Coordinates release-manager, cicd-engineer, tester, and docs-writer agents through hierarchical topology to handle semantic versioning, changelog generation, release notes, deployment validation, and post-release monitoring. Supports multiple release strateg