Register and implement PydanticAI tools with proper context handling, type annotations, and docstrings. Use when...
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Test PydanticAI agents using TestModel, FunctionModel, VCR cassettes, and inline snapshots. Use when writing unit...
Configure LLM providers, use fallback models, handle streaming, and manage model settings in PydanticAI. Use when...
Implement dependency injection in PydanticAI agents using RunContext and deps_type. Use when agents need database...
Avoid common mistakes and debug issues in PydanticAI agents. Use when encountering errors, unexpected behavior, or...
Create PydanticAI agents with type-safe dependencies, structured outputs, and proper configuration. Use when...
Reviews Prometheus instrumentation in Go code for proper metric types, labels, and patterns. Use when reviewing code...
Reviews PostgreSQL code for indexing strategies, JSONB operations, connection pooling, and transaction safety. Use...
LLM-as-judge methodology for comparing code implementations across repositories. Scores implementations on...
Detects common LLM coding agent artifacts in codebases. Identifies test quality issues, dead code, over-abstraction,...
Implements stateful agent graphs using LangGraph. Use when building graphs, adding nodes/edges, defining state...
Reviews LangGraph code for bugs, anti-patterns, and improvements. Use when reviewing code that uses StateGraph,...
Guides architectural decisions for LangGraph applications. Use when deciding between LangGraph vs alternatives,...
How-To guide patterns for documentation - task-oriented guides for users with specific goals
Reviews HealthKit code for authorization patterns, query usage, background delivery, and data type handling. Use...
Reviews Go test code for proper table-driven tests, assertions, and coverage patterns. Use when reviewing *_test.go files.
Reviews Go code for idiomatic patterns, error handling, concurrency safety, and common mistakes. Use when reviewing...
GitHub Projects management via gh CLI for creating projects, managing items, fields, and workflows. Use when working...
Reviews FastAPI code for routing patterns, dependency injection, validation, and async handlers. Use when reviewing...
Explanation documentation patterns for understanding-oriented content - conceptual guides that explain why things...
Core technical documentation writing principles for voice, tone, structure, and LLM-friendly patterns. Use when...
Docling document parser for PDF, DOCX, PPTX, HTML, images, and 15+ formats. Use when parsing documents, extracting...
Implements agents using Deep Agents. Use when building agents with create_deep_agent, configuring backends, defining...
Reviews Deep Agents code for bugs, anti-patterns, and improvements. Use when reviewing code that uses...