Advanced techniques for optimizing LLM fine-tuning. Covers learning rates, LoRA configuration, batch sizes, gradient strategies, hyperparameter tuning, and monitoring. Use when fine-tuning models for best performance.
Oracle DBA and DevOps expertise for Autonomous Database (ADB) on OCI. This skill should be used when managing Oracle Autonomous Databases, writing optimized SQL/PLSQL, configuring security (TDE, Database Vault, Data Safe), implementing HA/DR (Data Guard, PITR), using OCI CLI for database operations, or integrating with Oracle MCP servers for AI-assisted database management. Covers Oracle Database versions 19c, 21c, 23ai, and 26ai.
Ensure code follows DDD architecture and DAL separation principles. Triggers: DDD, arch, 架構, 新功能, 新模組, new feature, scaffold, 骨架, domain.
Expert guidance for designing, building, and maintaining n8n workflows across dev/staging/prod environments on Railway with MCP integration. Handles flow authoring, node configuration, error handling, and deployment patterns.
MCP Gateway design patterns for Agent Gateway, Subprocess, and Daemon isolation. Use when designing MCP integrations.
Use for 3+ independent failures - dispatches parallel subagents with Shannon wave coordination, success scoring (0.00-1.00) per domain, and MCP result aggregation
Master functional programming in TypeScript with type-safe patterns, strict typing, advanced type system features, discriminated unions, mapped types, conditional types, and functional patterns. Use when writing TypeScript code with functional paradigms, type-safe error handling with Option/Either types, implementing type-safe composition, leveraging TypeScript's type system for functional patterns, or ensuring compile-time safety in functional code.
This skill should be used when the user asks to "organize MCP tools", "structure multi-tool MCP", "design MCP architecture", "group MCP tools", "organize 10+ tools", or discusses how to architect complex MCP servers with many tools. Provides patterns for organizing, naming, and structuring multi-tool MCP servers.
Complex analysis using Cipher MCP (10-30s) for library research via context7, design pattern memory search, and multi-tool integration for LoRAIro strategic planning
Work with the Unsloth MCP Server codebase. Use when maintaining, extending, or debugging this specific MCP server implementation. Provides architecture knowledge, code patterns, and development workflows.
Persistent memory across sessions using Memory MCP. Store decisions, remember context, track project patterns, maintain knowledge base, and recall important information. Use when context needs to persist between sessions or when building project knowledge.
Master functional programming principles and patterns including purity, immutability, composition, higher-order functions, algebraic data types, functors, monads, and effect management. Use when working with functional paradigms, pure functions, immutable data structures, function composition, type-safe error handling, or implementing functional patterns like map/filter/reduce, currying, partial application, recursion, lazy evaluation, or referential transparency.
FLEXIBLE skill orchestrating comprehensive analysis workflows. Adapts to analysis type (codebase, architecture, technical debt, complexity) and automatically invokes appropriate sub-skills (spec-analysis, project-indexing, confidence-check). Applies Shannon patterns (8D framework, waves, NO MOCKS) with Serena historical context. Produces quantitative, actionable results with structured outputs and MCP recommendations.
Current best practices for Model Context Protocol server design, implementation, and integration. Updated patterns for 2026 MCP ecosystem including multi-server orchestration, security, and performance.
Use .NET Aspire MCP server to monitor, debug, and manage distributed application resources including services, databases, containers, logs, traces, and integrations
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', 'example code', 'starter code', 'boilerplate', 'scaffold', 'workflow template', 'custom node template', 'MCP server template', 'test template', 'unit test template', 'integration test template', or 'E2E test template'.
Current best practices for Model Context Protocol server design, implementation, and integration. Updated patterns for 2025 MCP ecosystem including multi-server orchestration, security, and performance.
Use when researching library documentation with Context7 MCP tools for official patterns and best practices
