Reviews Prometheus instrumentation in Go code for proper metric types, labels, and patterns. Use when reviewing code...
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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...
Guides architectural decisions for Deep Agents applications. Use when deciding between Deep Agents vs alternatives,...
Automatic graph layout using dagre with React Flow (@xyflow/react). Use when implementing auto-layout, hierarchical...
Reviews Combine framework code for memory leaks, operator misuse, and error handling. Use when reviewing code with...
Reviews CloudKit code for container setup, record handling, subscriptions, and sharing patterns. Use when reviewing...
Reviews BubbleTea TUI code for proper Elm architecture, model/update/view patterns, and Lipgloss styling. Use when...
Reviews App Intents code for intent structure, entities, shortcuts, and parameters. Use when reviewing code with...