Develop and operate Lakeflow Spark Declarative Pipelines (SDP) for batch and streaming ETL on Databricks. Covers pipelines, flows, streaming tables, materialized views, expectations, Auto Loader,...
Guide for creating high-quality MCP (Model Context Protocol) servers
Systematic code refactoring following Martin Fowler's catalog. Methodologies: characterization tests, Red-Green-Refactor, incremental transformation. Capabilities: SOLID compliance, DRY cleanup,...
Perform a non-destructive cross-artifact consistency and quality analysis across spec.md, plan.md, and tasks.md after task generation.
Write reliable prompts for Agentica/REPL agents that avoid LLM instruction ambiguity
Write reliable prompts for Agentica/REPL agents that avoid LLM instruction ambiguity
Guidelines for writing effective tests in this project
Quality control, citation validation, fact-checking before human review
Use when executing implementation plans with independent tasks in the current session - dispatches fresh subagent for each task with code review between tasks, enabling fast iteration with quality gates
Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre/post task hooks, session management, Git integration, memory...
Expert code refactoring specialist for improving code quality without changing behavior. Activate on: refactor, code smell, technical debt, legacy code, cleanup, simplify, extract method, extract...
Write clear, effective help center articles that reduce support tickets and empower users
Pre-PR code review and bug detection for Java Spring Boot applications. Use this skill BEFORE raising a PR to (1) detect bugs, security vulnerabilities, and performance issues in code, (2) review...
Generate optimized instructions for Claude (Project instructions, Skills, or standalone prompts). Use when users request creating project setups, writing effective prompts, building Skills, or...
Generate optimized instructions for Claude (Project instructions, Skills, or standalone prompts). Use when users request creating project setups, writing effective prompts, building Skills, or...
Stream-JSON chaining for multi-agent pipelines, data transformation, and sequential workflows
Professional UI design and frontend interface guidelines. Use this skill when creating web pages, mini-program interfaces, prototypes, or any frontend UI components that require distinctive,...
SPARC (Specification, Pseudocode, Architecture, Refinement, Completion) comprehensive development methodology with multi-agent orchestration
Develop software with validation requirements first. Emphasizes writing tests before implementation to guide design decisions.
Expert senior-level Go guidance for architecture, API-first design/codegen, advanced concurrency, performance tuning, testing/quality, cloud-native 12-factor practices, and Go 1.24+ tooling for...