any input (code, docs, papers, images) → knowledge graph → clustered communities → HTML + JSON + audit report
Provides comprehensive code review guidance for React 19, Vue 3, Rust, TypeScript, Java, Python, and C/C++. Helps catch bugs, improve code quality, and give constructive feedback. Use when: reviewing pull requests, conducting PR reviews, code review, reviewing code changes, establishing review standards, mentoring developers, architecture reviews, security audits, checking code quality, finding bugs, giving feedback on code.
CI/CD pipeline design with GitHub Actions, Docker, Kubernetes, Helm, and GitOps patterns
Systematically trace problems (bugs, incidents, performance regressions) back to their fundamental, actionable causes using the 5-Whys methodology. Trigger when the user asks: "find the root cause", "почему это произошло", "найди причину бага", "debug this issue", "排查问题", "why did this happen", "root cause analysis", "RCA", or when diagnosing CI/CD failures.
REST API design with resource naming, pagination, versioning, and OpenAPI spec generation
Prompt engineering patterns including structured prompts, chain-of-thought, few-shot learning, and system prompt design
Docker best practices including multi-stage builds, compose patterns, image optimization, and security
Application security covering input validation, auth, headers, secrets management, and dependency auditing