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Ralph Wiggum 自主循环模式。AI 持续执行任务直到全部完成,按用户确认的节奏汇报(默认整单完成后)。触发词:ralph、ralph-loop、/ralph-loop、自主循环、autonomous、直到完成、循环执行。
Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services. Use when building MCP servers to integrate APIs, whether in Python (FastMCP) or Node/Typ...
Two-phase reasoning paradigm that reduces hallucinations and constraint violations in complex planning tasks. Use when tasks involve multi-step planning, constraint satisfaction, resource allocatio...
Use when starting a Ralph loop and you want guided prompt creation. Asks questions to gather specs, requirements, tech stack, testing needs, and completion criteria before auto-starting the loop.
Apply RLM (Recursive Language Model) reasoning pattern for large context processing. Use when analyzing large files, codebases, or documents. Triggers on "RLM pattern", "large file analysis", "selective reading...
Claude Code CLI の仕様と使い方に関する知識を提供。プラグイン開発、スキル、スラッシュコマンド、サブエージェント、フック、LSP、MCP、権限設定、セッション管理について回答。Use when user asks about Claude Code, plug...
Gemini CLI の仕様と使い方に関する知識を提供。モデル選択、スラッシュコマンド、組み込みツール、拡張機能について回答。Use when user asks about Gemini CLI, gemini command, model selection, /model, /settings, google...
Claude Code プラグインの command 仕様知識。スラッシュコマンドの正しい形式、フロントマター、変数、model 指定を提供。Use when creating, updating, or maintaining commands, understanding command structure, or imple...
OpenAI Codex CLI の仕様と使い方に関する知識を提供。モデル選択、推論レベル、承認モード、サンドボックス、組み込みツール、スラッシュコマンド、設定方法について回答。Use when user asks about Codex CLI, codex command...
Claude Code プラグインの全仕様知識を統合。plugin.json、commands、skills、agents、hooks の概要と個別スキルへの参照を提供。Use when understanding plugin structure, creating plugins, or validating plugin component...
Claude Code プラグインの agent 仕様知識。サブエージェントの正しい形式、フロントマター、tools/model/skills フィールドを提供。Use when creating, updating, or maintaining agents, understanding agent structure, or...
Claude Code プラグインの skill 仕様知識。スキルの正しい形式、フロントマター、description のベストプラクティスを提供。Use when creating, updating, or maintaining skills, understanding skill structure, or impleme...
Cloudflare Workers AI の完全ガイド。利用可能モデル(LLM、画像、音声、埋め込み)、Vectorize、AI Gateway の使い方と設定を提供。Use when user asks about Workers AI, AI models, Vectorize, AI Gateway, LLM, image gen...
Autonomous codebase improvement mode that continuously analyzes and fixes issues. Use when the user wants Claude to run in a self-directed loop to improve code quality, fix bugs, refactor, or make architectural...
Clear, concise description of what this skill does and when to use it (1-1024 chars). Include relevant keywords for agent discovery.
Convert PRDs to prd.json format for the Ralph autonomous agent system. Use when you have an existing PRD and need to convert it to Ralph's JSON format. Triggers on: convert this prd, turn this into ralph format...
Restructure unorganized text into readable markdown documents using Gemini AI. Use when processing article scraps, converting messy notes to structured documents, or translating English content to Korean.
Query Claude Code configuration, file locations, MCP settings, and official documentation. Use this skill proactively when the conversation involves: - Claude Code settings, configuration, config, settings - MC...
Activate when users ask about Claude Code installation, slash commands (/cook, /plan, /fix, /test, /docs, /design, /git), creating/managing Agent Skills, configuring MCP servers, setting up hooks/plugins, IDE i...
Nano-Banana AI service integration for content generation, image creation, and AI-powered workflows. Use when integrating AI services for content creation.
Data format specialist covering TOON encoding, JSON/YAML optimization, serialization patterns, and data validation for modern applications. Use when optimizing data for LLM transmission, implementing high-perfo...
Canonical Claude Code authoring kit covering Skills, sub-agents, plugins, slash commands, hooks, memory, settings, sandboxing, headless mode, and advanced agent patterns. Use when creating Claude Code extension...
MoAI-ADK's foundational principles - TRUST 5, SPEC-First TDD, delegation patterns, token optimization, progressive disclosure, modular architecture, agent catalog, command reference, and execution rules for bui...
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