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Complete guide to using Serena MCP server for AI-powered code analysis with Claude Code
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Complete guide to using Serena MCP server for AI-powered code analysis with Claude Code
AI-assisted code generation workflows, prompting strategies, and best practices for working with Claude Code
Quality-gated iteration with multi-agent workflows for complex tasks
[31] ANALYZE. Universal deep thinking methodology for any situation requiring quality reasoning. Use when solving problems, debugging, making decisions, analyzing code, planning, reviewing, or anytime you need...
[00] META. Orchestrate skills into dynamic chains for complex tasks. Analyzes the task, discovers available skills, builds an optimal chain, explains why each skill is needed, and executes step-by-step with use...
[11] CONTINUE. Resume an existing session. Use when continuing previous work to load AGENTS.md, MEMORY.md, and the chosen session log, then confirm readiness.
[10] NEW. Start a NEW session for this project. Use when beginning a fresh task to load AGENTS.md, MEMORY.md, core project context (README), then create a NEW session log and confirm readiness.
[72] CLOSE. Save and restore session context between conversations. Use when ending a session to preserve progress, or starting a new session to restore context. Triggers on "save session", "end session", "pres...
[51] EXECUTE. Commitment to maximum quality work with 150% coverage. Use when you need the highest quality output for critical tasks, complex problems, important decisions, or when standard work isn't enough. T...
[23] UNDERSTAND. Consult external AI models when internal sources are exhausted. Build quality prompts using Prompt150 formula (Context + Query + Method + Style). Use when Loop150 exhausts internal sources, nee...
CRITICAL: Load and read ENTIRE skill content before ANY coding task. This skill defines orchestration rules and role-based delegation. DO NOT skip. DO NOT skim. Read the full SKILL.md content first. NEVER use...
Spawn and control external coding agents (Claude Code, Codex, OpenCode, Pi) for delegating tasks. Use when (1) user asks to run another coding agent, (2) delegating subtasks to a different AI tool, (3) running...
Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or to...
This skill should be used when the user asks to "hand off", "create a handoff", "end session", "save progress for later", or when the agent decides to create session continuation for another agent to pick up.
Interview user in-depth about what they're building, then write a comprehensive spec. Use when the user wants to plan a feature, design a system, or needs help defining requirements.
Write LinkedIn posts in Keanan's voice. Use when drafting LinkedIn content, creating professional posts, or sharing builder-focused insights. Triggers include requests to "write a LinkedIn post", "draft somethi...
Write tweets in Keanan's voice. Use when drafting tweets, creating Twitter threads, or crafting social media content for X/Twitter. Triggers include requests to "write a tweet", "draft a post for X", "help me t...
Expert for Claude Code plugin and marketplace development. Use when creating, editing, or optimizing skills (SKILL.md), commands (*.md), agents, hooks (hooks.json), scripts, or plugin.json files. Ensures consis...
Optimizes this Claude Code marketplace using specialized sub-agents. Each agent is an expert for one element type (skills, commands, agents, hooks, mcp) and loads only relevant documentation. A marketplace agen...
Expert skill for managing database operations, migrations, and schema updates. Use when working with SQLAlchemy models, database migrations, or debugging database issues.
Expert skill for testing and debugging the FastAPI backend. Use when working with API endpoints, database operations, authentication, or middleware troubleshooting.
Reduce LLM API costs without sacrificing quality. Covers prompt caching (Anthropic), local response caching, prompt compression, debouncing triggers, and cost analysis. Use when building LLM-powered features, a...
Integrate Ralph with your project's existing CLAUDE.md files, skills, and agent preferences. Run after installing Ralph, or rerun anytime you add new skills/agents.
Use when user provides a simple, vague prompt and asks to expand/improve it, or when preparing prompts for another session. Triggers on "expand this prompt", "make this more specific", "improve this prompt", or...
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.