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Master protocol for deconstructing agent frameworks to inform derivative system architecture. Use when (1) analyzing an agent framework's codebase comprehensively, (2) comparing multiple frameworks to select be...
Analyze tool registration, schema generation, and error feedback mechanisms in agent frameworks. Use when (1) understanding how tools are defined and registered, (2) evaluating schema generation approaches (int...
Extract and analyze agent reasoning loops, step functions, and termination conditions. Use when needing to (1) understand how an agent framework implements reasoning (ReAct, Plan-and-Solve, Reflection, etc.), (...
Multi-agent orchestration system that persists until all tasks are complete. Delegates to specialized subagents and coordinates parallel execution.
TNF Context Frontloading System - Inspired by Ralph Wiggum Technique. Ensures EVERY AI session starts with full ecosystem awareness. Implements "Fresh Context Is Reliability" principle. Auto-injects TNF system...
Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or...
將提示詞和程式碼從 Claude Sonnet 4.0、Sonnet 4.5 或 Opus 4.1 遷移至 Opus 4.5。當使用者想要更新其程式碼庫、提示詞或 API 呼叫以使用 Opus 4.5 時使用。處理模型字串更新和針對已知 Opus 4.5 行為差異的提示詞調整。不會...
Smart compaction suggestions at logical session intervals. ACTIVATE when: context getting full, transitioning between phases, user mentions "running out of context", "conversation too long". 50 tool calls re...
Master the art of converting source material into authentic, human-written content. Transform transcripts, notes, and research into polished prose that avoids AI tells while maintaining distinctive voice. Incor...
Provides expertise on Chroma vector database integration for semantic search applications. Use when the user asks about vector search, embeddings, Chroma, semantic search, RAG systems, nearest neighbor search,...
Iterative drafting system with 5-judge quality gates. This skill should be used for any writing project requiring multiple drafts and systematic quality control - profiles, deep dives, guides, articles. Include...
Generate AI images using Nano Banana Pro (Gemini). Use this skill when the user needs images - thumbnails, social posts, blog headers, or creative visuals. Follows an iterative workflow - brainstorm concepts, s...
Transform source content (podcast clips, blog posts, newsletters) into LinkedIn posts using framework-fitting method. Matches concepts to proven format categories, then adapts templates based on animating princ...
Provides expertise on Chroma vector database integration for semantic search applications. Use when the user asks about vector search, embeddings, Chroma, semantic search, RAG systems, nearest neighbor search,...
Extract compelling story structures from source material (transcripts, interviews, raw notes) using universal narrative arcs. Use this skill when transforming podcast transcripts into blog posts, creating cold...
Patterns that make writing sound AI-generated. Invoke this skill for ANY writing task - newsletters, social media, blog posts, emails. Apply these constraints automatically.
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...
Fabric patterns content processing. Use when user mentions summarize, extract, analyze, pattern, fabric, wisdom, key points.
Build AI agents with Google's Agent Development Kit (ADK) Python. Use when building AI agents with tool integration, multi-agent systems, workflow agents (sequential, parallel, loop), or deploying to Vertex AI.
Assist QC Specialists with quality gates, compliance verification, audit trail generation, and quality metrics tracking. Use when running quality gates, verifying compliance standards, creating review checklist...
Generate meeting agendas and facilitate team coordination. Use when preparing standups, sprint reviews, or team meetings. Triggers on keywords like "standup", "team sync", "meeting agenda", "daily", "sprint rev...
Use when the user asks to investigate, explore, understand, explain, or analyze how an existing feature or logic works. Triggers on keywords like "how does", "explain", "what is the logic", "investigate", "unde...
Style conventions for writing entity DescriptionShort templates in mansion.rec. Use when adding or editing entities in data/worlds/mansion.rec to ensure consistent prose flow in /look output. Covers capitalizat...
Comprehensive guide to integrating skills with Claude Code's 12 hook events. Use when creating hook-aware skills for harnesses like Clausitron, or when needing hook response schemas and patterns.
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.