Discover databases architecture patterns skills, compare source repositories and read the instructions for each workflow.
Quick reference cheatsheets for Kailash SDK patterns, nodes, workflows, and best practices. Use when asking about 'quick tips', 'cheat sheet', 'quick reference', 'common mistakes', 'node selection', 'workflow p...
Kailash Nexus - zero-config multi-channel platform for deploying workflows as API + CLI + MCP simultaneously. Use when asking about 'Nexus', 'multi-channel', 'platform deployment', 'API deployment', 'CLI deploy...
Industry-specific workflow patterns and templates for finance, healthcare, logistics, manufacturing, retail, and common use cases like AI document processing, API integration, business rules, ETL, RAG, security...
Comprehensive development guides for advanced Kailash SDK features including custom node development, MCP development, async patterns, testing strategies, production deployment, RAG systems, security patterns,...
Architecture decision guides for Kailash SDK including framework selection (Core SDK vs DataFlow vs Nexus vs Kaizen), runtime selection (Async vs Sync), database selection (PostgreSQL vs SQLite), node selection...
Comprehensive testing strategies for Kailash applications including the 3-tier testing approach with NO MOCKING policy for Tiers 2-3. Use when asking about 'testing', 'test strategy', '3-tier testing', 'unit te...
Production-ready code templates for Kailash SDK including basic workflows, cyclic workflows, custom nodes, MCP servers, and all three test tiers (unit, integration, end-to-end). Use when asking about 'template'...
Deployment and Git workflow guides for Kailash applications including Docker deployment, Kubernetes orchestration, and Git workflows. Use when asking about 'deployment', 'Docker deployment', 'Kubernetes deploym...
Validation patterns and compliance checking for Kailash SDK including parameter validation, DataFlow pattern validation, connection validation, absolute import validation, workflow structure validation, and sec...
Mandatory best practices and gold standards for Kailash SDK development including absolute imports, parameter passing, error handling, testing policies (NO MOCKING in Tiers 2-3), workflow design, custom node de...
Use when writing functional code - covers FP best practices (Lea differs from traditional FP languages)
Write auditable, trackable, and repeatable workflows as MoonBit code using the MoonBit Codex SDK. Turn plans into runnable programs that can be reviewed, committed, and improved over time.
Generate structured PRD (Product Requirements Document) planning documents optimized for AI-assisted development. Creates discrete, single-conversation tasks with reasoning level estimates to optimize token usa...
Create detailed implementation plans for software features and refactoring tasks. Use this skill when planning new features, architectural changes, or major refactoring efforts.
Improve code structure, readability, and maintainability without changing external behavior through systematic refactoring
Implement robust error handling with proper validation, recovery mechanisms, and clear feedback for system stability
Apply proven architectural patterns (MVC, layered, microservices) to create maintainable systems with clear separation of concerns
Design extract-transform-load patterns, data pipeline orchestration, and incremental loading strategies
Apply Gang of Four and architectural patterns appropriately to solve common software design problems
Apply caching strategies, database optimization, and algorithmic improvements to enhance application performance
Design Kubernetes deployment patterns, configure service mesh, and implement container best practices
Idiomatic Go patterns for errors, interfaces, concurrency, and packages. Use when: - Writing or reviewing Go code - Designing interfaces or package structure - Implementing concurrency patterns - Handling error...
Ruby and Rails best practices for services, testing, and architecture. Use when: - Writing or reviewing Ruby/Rails code - Designing service objects or organizing business logic - Setting up RSpec tests with Fac...
Modern C# development with .NET 8+, async patterns, and records. Use when: - Writing or reviewing C# code - Configuring async/await with ConfigureAwait - Using nullable reference types - Implementing pattern ma...
The default order uses GitHub repository stars from our indexed data. Stars belong to the source repository and may be shared by multiple skills. They indicate repository interest, not skill installs or an independent quality score.