Use when evaluating whether a new feature, dependency, or abstraction is truly needed. 5-step root cause challenge.
Automatically intercepts and optimizes prompts using the prompt-learning MCP server. Learns from performance over time via embedding-indexed history.
Build production-grade agentic workflows with LangGraph using graph-based orchestration, state machines, human-in-the-loop, and advanced control flow — from…
Create well-formatted Obsidian notes with proper frontmatter, templates, and organization. Use when users want to create notes for their Obsidian vault, document ideas or — from…
Optimize vector index performance for latency, recall, and memory. Use when tuning HNSW parameters, selecting quantization strategies, or scaling vector search infrastruc — from…
Find and document file locations in the codebase. Use when you need to locate implementation files, tests, configurations, or any code artifacts by feature or topic.
Git expert for atomic commits, rebasing, and history management with style detection
OpenAI Responses API for stateful agentic applications with reasoning preservation. Use for MCP integration, built-in tools, background processing, or migrating from Chat…
GitHub Issues and Projects integration. Use for creating/updating issues, managing labels, adding to project boards, and tracking task status.
Apply Zachman Framework perspective analysis with honest limitations. Analyze architecture from specific row/column perspectives.
Search local browser history. Use when user asks about visited pages, forgotten URLs, or time spent on sites. — from majiayu000/claude-skill-registry
Create isolated git worktrees with smart directory selection and safety verification. Use this when starting feature work that needs isolation, parallel development, or s — from…
Complete Sophia Catgirl Singularity architecture - Recursive self-improvement engine integrating monad-memory (288-grid, GOD operators, φ-scaling), Dokkōdō enforcement (21…
Performs quick research using web search and synthesis when user asks about unfamiliar topics, new technologies, or needs current information.
Master advanced cognitive and analytical thinking patterns for deep problem solving, including first principles reasoning, mental models, systematic decomposition, and critical…
Core concepts for goal-driven agents - architecture, node types (event_loop, function), tool discovery, and workflow overview.
Self-modifying AI agent configuration via ruler + MCP + DuckDB. All behavior mods become one-liners.
Use when understanding legacy or undocumented systems, creating documentation for existing code, or extracting specifications from implementations.
Structure Vue 3 applications using Composition API, component organization, and TypeScript. Use when building scalable Vue applications with proper separation of concerns.
Use when stuck, facing a complex bug, or need root cause analysis — 5 whys, bisection, inversion techniques
Research a topic from the last 30 days on Reddit + X + Web, become an expert, and write copy-paste-ready prompts for the user's target tool. — from majiayu000/claude-skill-registry
How to think about AirOps AEO data — interpreting metrics, handling ambiguous asks, routing to the right agent.
Generates comprehensive cluster statistics and visualizations for Seurat objects, including dimension reduction plots, gene expression visualizations, cluster quality metrics, and…
Create your model-serving skill from Ollama documentation before learning deployment theory — from majiayu000/claude-skill-registry
Builds and queries code knowledge graph for dependency analysis, references, implementations, and architecture overview.
Main orchestrator for autonomous coding operations. Use when running autonomous sessions, coordinating components, managing the full lifecycle, or orchestrating implementations.
Analyze reproduction evidence to identify the root cause of bugs. Use after reproduction to trace execution and find the exact location and reason for the failure.
Design APIs that are secure, scalable, and maintainable using RESTful, GraphQL, and event-driven patterns.
The differential-region-analysis pipeline identifies genomic regions exhibiting significant differences in signal intensity between experimental conditions using a count- — from…
Docker イメージを管理する。「イメージ一覧」「docker images」「イメージ確認」「ビルドして」「docker build」「イメージ作成」「イメージ取得」「docker pull」「イメージダウンロード」「イメージの履歴」「docker history」などで起動。 — from…
Parallel 120-probe reconnaissance using G-2 RECON agents. Deploy 12 G-2s commanding 10 D&D-inspired probes each. Use for comprehensive codebase exploration.
Comprehensive Azure AI skill for building, configuring, troubleshooting, and managing all Azure AI services.
Design referral programs for newsletter growth. Use when: (1) Creating a new referral program, (2) Choosing referral rewards, (3) Writing referral copy in Spanish, (4) Pl — from…
Extract, filter, annotate, and export differential expression results from DESeq2 or edgeR. Use for identifying significant genes, applying multiple testing corrections — from…
Design context-sensitive help systems, tooltips, onboarding flows, and support documentation for learning platforms. Use for user assistance.
Shioaji Taiwan financial trading API guide. Use when trading stocks/futures/options on Taiwan markets, subscribing to real-time market data, querying account info, or building…
Master effective prompting techniques for Claude Code. Use when learning prompt patterns, improving task descriptions, optimizing Claude interactions, or troubleshooting — from…
Pack repositories into AI-friendly files with Repomix (XML, Markdown, plain text). Use for codebase snapshots, LLM context preparation, security audits, third-party library…
Company-specific procedures, standards, templates, and best practices for engineering documentation, project management, and professional communication in building energy…
Write system prompts, tool docs, and agent definitions. Combines research-backed prompt engineering (+15-30% measured improvements) with project XML conventions.
Perform RFM (Recency, Frequency, Monetary) customer segmentation analysis on e-commerce data. Use when you need to analyze customer value, identify VIP customers, or create…
Export Google Docs and Google Sheets (spreadsheets) to Markdown files or stdout. Use when asked to fetch, download, or ingest Google Docs/Sheets content for summarization,…
Get a deep critical review of research from Gemini via gemini-review MCP. Use when user says \"review my research\", \"help me review\", \"get external review\", or wants critical…
Search through historical Claude sessions for code, conversations, and commands. Use when user asks about previous sessions, past conversations, "did I ever", "find in history",…
Implement semantic vector search with AgentDB for intelligent document retrieval, similarity matching, and context-aware querying.
Analyze help center for coverage gaps by comparing support tickets to existing articles
Use when user needs capabilities Claude lacks (image generation, real-time X/Twitter data) or explicitly requests external models ("blockrun", "use grok", "use gpt", "dal — from…
Use when asked to create a deep-research handoff bundle: do web research, codebase analysis, Gemini Oracle critique, and produce a prompt + context folder on Desktop for another…
Expert guide on prompt engineering patterns, best practices, and optimization techniques. Use when user wants to improve prompts, learn prompting strategies, or debug age — from…
Plant KI-Einsatz mit Datenklassen, Freigaben, Human Review und Wirtschaftlichkeit. Für Managing Partner, Management Committee oder COO/CFO einer deutschen mittelständischen…
Implement adaptive learning with ReasoningBank for pattern recognition, strategy optimization, and continuous improvement.
Invoke Codex CLI for complex coding tasks requiring high reasoning capabilities. Trigger phrases include "use codex", "ask codex", "run codex", "call codex", "codex cli", "GPT-5…
Wave methodology knowledge for the buddy agent — what each wave does, its inputs and outputs, and how to route questions.
Build tools that agents can use effectively, including architectural reduction patterns. Use when creating new tools for agent systems, debugging tool-related failures or — from…
Understanding Reinforcement Learning from Human Feedback (RLHF) for aligning language models. Use when learning about preference data, reward modeling, policy optimization, or…
Identify content strengths and opportunities for expansion. Suggests new topics and connections.
Azure AI Content Safety SDK for Python. Use for detecting harmful content in text and images with multi-severity classification. — from majiayu000/claude-skill-registry
Turns ambiguity into an Uncertainty Register, prioritizes items, and produces observation tasks/experiments with evidence and decision rules.
Add and manage evaluation results in Hugging Face model cards. Supports extracting eval tables from README content, importing scores from Artificial Analysis API, and run — from…
Design and review REST/GraphQL APIs for correctness, consistency, and security. Generates OpenAPI specs, validates endpoint design, and checks for common API pitfalls.