Perform native code review (< 30 seconds) using Claude Code's built-in capabilities without external dependencies. Use for rapid validation checks during development. Triggered by 'quick review',...

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Build your MVP following the AGENTS.md plan. Use when the user wants to start building, implement features, or says "build my MVP", "start coding", or "implement the project".

Comprehensive code review covering security vulnerabilities, performance bottlenecks, best practices, and refactoring opportunities. Use when user requests code review, security audit, or...

Search real-world code examples from over a million public GitHub repositories. Use when finding code patterns, implementation examples, or how libraries are used in practice. Triggers on "find...

OPC Architecture Understanding

Generate comprehensive, fact-checked SAP technical articles and configuration guides with embedded images, flowcharts, and references. Use when users request SAP documentation, how-to guides,...

Guide for Vercel AI SDK v6 implementation patterns including generateText, streamText, ToolLoopAgent, structured output with Output helpers, useChat hook, tool calling, embeddings, middleware, and...

Code review guidelines covering code quality, security, and best practices.

Choose the right search tool for each query type

Test-driven development workflow with philosophy guide - plan → write tests → implement → validate

Career analysis - job application assessment with GO/NO-GO scoring, company research, interview prep, and production-ready deliverables. Resume ethics mandatory - never fabricate.

QLTY During Development

Research-to-implement pipeline chaining 5 MCP tools with graceful degradation

Implementation agent that executes a single task and creates handoff on completion

Orchestrator-only workflow for migrating/rewriting codebases with full TDD and agent delegation

Expert code reviewer that enforces best practices, clean code principles, strong typing (TypeScript), architecture guidelines, and security standards. Reviews PRs and code snippets for bugs, code...

Implement comprehensive observability for LLM applications including tracing (Langfuse/Helicone), cost tracking, token optimization, RAG evaluation metrics (RAGAS), hallucination detection, and...

Wiring Verification

Build AI agents with Pydantic AI (Python) and Claude SDK (Node.js)