Reviews Go test code for proper table-driven tests, assertions, and coverage patterns. Use when reviewing *_test.go files.
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Reviews HealthKit code for authorization patterns, query usage, background delivery, and data type handling. Use...
How-To guide patterns for documentation - task-oriented guides for users with specific goals
Guides architectural decisions for LangGraph applications. Use when deciding between LangGraph vs alternatives,...
Reviews LangGraph code for bugs, anti-patterns, and improvements. Use when reviewing code that uses StateGraph,...
Implements stateful agent graphs using LangGraph. Use when building graphs, adding nodes/edges, defining state...
Detects common LLM coding agent artifacts in codebases. Identifies test quality issues, dead code, over-abstraction,...
LLM-as-judge methodology for comparing code implementations across repositories. Scores implementations on...
Reviews PostgreSQL code for indexing strategies, JSONB operations, connection pooling, and transaction safety. Use...
Reviews Prometheus instrumentation in Go code for proper metric types, labels, and patterns. Use when reviewing code...
Create PydanticAI agents with type-safe dependencies, structured outputs, and proper configuration. Use when...
Avoid common mistakes and debug issues in PydanticAI agents. Use when encountering errors, unexpected behavior, or...
Implement dependency injection in PydanticAI agents using RunContext and deps_type. Use when agents need database...
Configure LLM providers, use fallback models, handle streaming, and manage model settings in PydanticAI. Use when...
Test PydanticAI agents using TestModel, FunctionModel, VCR cassettes, and inline snapshots. Use when writing unit...
Register and implement PydanticAI tools with proper context handling, type annotations, and docstrings. Use when...
Reviews pytest test code for async patterns, fixtures, parametrize, and mocking. Use when reviewing test_*.py files,...
Reviews Python code for type safety, async patterns, error handling, and common mistakes. Use when reviewing .py...
Advanced React Flow patterns for complex use cases. Use when implementing sub-flows, custom connection lines,...
Architectural guidance for building node-based UIs with React Flow. Use when designing flow-based applications,...
Reviews React Flow code for anti-patterns, performance issues, and best practices. Use when reviewing code that uses...
Implements React Flow node-based UIs correctly using @xyflow/react. Use when building flow charts, diagrams, visual...
React Flow (@xyflow/react) for workflow visualization with custom nodes and edges. Use when building graph...
Reviews React Router code for proper data loading, mutations, error handling, and navigation patterns. Use when...