Expert guidance for implementing FHIR Bulk Data Access (Flat FHIR) following the HL7 specification. Use this skill when implementing bulk data export from FHIR servers, building…
This skill should be used when the user asks to "diagnose context problems", "fix lost-in-middle issues", "debug agent failures", "understand context poisoning", or menti — from…
Standard flow for receiving channel tasks. Immediate acknowledgment, background execution, completion notification. Follow this skill when receiving channel messages.
PROACTIVELY activates for ANY task with clear success criteria. This skill should be used when the user provides tasks like: "fix the bug", "add tests", "implement featur — from…
Identifies bug-introducing commits using SZZ-style analysis based on bug-fixing commits, commit history, and code blame information.
Use this skill when the user asks "solana slot", "current slot", "sol block", "latest slot", "epoch info", or mentions checking slot/block info on Solana.
This skill should be used when the user mentions "wrangler", "wrangler.toml", "wrangler.jsonc", "wrangler commands", "local development", "wrangler dev", "wrangler deploy",…
Implement comprehensive error handling strategies including try-catch blocks, API error responses, Content Collection error handling, custom error pages, and production error…
React and Next.js performance optimization guidelines from Vercel Engineering. This skill should be used when writing, reviewing, or refactoring React/Next.js code to ens — from…
All-in-one web toolkit powered by parallel-cli, with a strong emphasis on academic and scientific sources.
Merge Agent with exclusive write access to main branch. Performs final merge after all approvals. Use this skill ONLY for merging approved code to main.
This skill should be used when analyzing weekly price charts for Indian stocks (NSE/BSE), indices (Nifty 50, Bank Nifty, Sensex), or any other instrument.
Guidance for implementing CLI tools that perform inference using PyTorch models in native languages (C/C++/Rust).
Complete literature retrieval capability combining search and filter skills. LOAD THIS SKILL WHEN: User needs "文獻檢索", "找文獻", "retrieve literature", "系統性搜尋" | starting systematic…
This skill provides comprehensive knowledge for building static websites with Hugo static site generator.
Use this skill when preparing releases, generating changelogs, or creating release announcements.
ALWAYS USE THIS SKILL for PolicyEngine microsimulation, population-level analysis, winners/losers calculations.
This skill should be used when users need to infer chromatin states from histone modification ChIP-seq data using chromHMM.
8つの検索ソース（Tavily/SerpAPI/Brave/NewsAPI/Perplexity/Twitter/DuckDuckGo/WebSearch）を統合した最強リサーチシステム。API版＋MCP版＋組み込み版を完全統合。
Autonomous agents are AI systems that can independently decompose goals, plan actions, execute tools, and self-correct without constant human guidance.
This skill should be used when the user asks to "analyze competitors", "competitor SEO", "who ranks for", "competitive analysis", "what are my competitors doing", "what are they…
Scanpy is a scalable Python toolkit for analyzing single-cell RNA-seq data, built on AnnData. Apply this skill for complete single-cell workflows including quality contro — from…
This skill should be used when users want to create powerful AI agents comparable to Claude Code or sonph-code.
This skill should be used when creating user experiences from requirements or evaluating and improving existing UX designs.
Convert documents and text to audio using ElevenLabs text-to-speech. Use this skill when the user wants to create a podcast, narrate a document, read aloud text, generate audio…
Use this skill when writing new features, fixing bugs, or refactoring code. Enforces test-driven development with 80%+ coverage including unit, integration, and E2E tests — from…
This skill should be used when guiding the OpenAI agent to map natural language user input to appropriate MCP tools, handling phrases like "Add task" → add_task, "List pending" →…
When the user requests to find official media content like movie trailers, YouTube links, or other online resources, this skill performs targeted web searches to locate specific…
Package conversation research into a GSD-ready mission package. Produces a three-stage Vision → Research → Mission pipeline as a LaTeX PDF following GSD/NASA SE methodolo — from…
Use this skill when users mention "component usage", "where is this component used", "deprecate component", "migration impact", "component analytics", or want to track and analyze…
Use this skill when working with symbolic mathematics in Python. This skill should be used for symbolic computation tasks including solving equations algebraically, perfo — from…
Creates specialized AI agents with optimized system prompts using the official 4-phase SOP methodology from Desktop .claude-flow, combined with evidence-based prompting techniques…
Use this skill when you need to start or call Chitti's MCP server (chitti.decide/recall/policy/audit) from Codex, keeping tool details out of context until invoked.
Zero-shot time series forecasting with Google's TimesFM foundation model. Use this skill when forecasting ANY univariate time series — sales, sensor readings, stock prices, energy…
This skill tracks which objects have been collected and which remain to be found for multi-object tasks.
Use when user wants to execute long-running tasks that require multiple sessions to complete. This skill manages task decomposition, progress tracking, and autonomous execution…
Use this skill when Ralph is working autonomously through Brain Dump backlogs. Covers ticket selection, implementation patterns, and autonomous workflow management.
This skill should be used when the user asks to "create a plot arc", "story structure", "add a plot point", "story timeline", "track foreshadowing", "pacing", "act struct — from…
This skill places an object into a selected storage receptacle after confirming its suitability. It should be triggered when the agent has identified an appropriate storage…
Classify any user request into a structured format for prompt generation. Use this skill whenever you need to understand what type of task a request represents, determine…
This skill should be used when working with genomic interval data (BED files) for machine learning tasks.
Provides full-stack patterns for implementing searchable, paginated lists in the Erify Admin section.
This skill should be used when the user requests to audit, check, or generate authentication and authorization protection for Next.js routes, server components, API routes, and…
Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.).
This skill should be used when analyzing business sales and revenue data from CSV files to identify weak areas, generate statistical insights, and provide strategic improvement…
Comprehensive Mastra framework guide. Teaches how to find current documentation, verify API signatures, and build agents and workflows.
This skill should be used when user asks to "query Azure resources", "list storage accounts", "manage Key Vault secrets", "work with Cosmos DB", "check AKS clusters", "us — from…
This skill guides writing DigitalOcean infrastructure with OpenTofu/Terraform. Use when provisioning Droplets, VPCs, Managed Databases, Firewalls, or other DO resources.
Expert guidance for implementing FHIR RESTful API servers and clients following the HL7 FHIR specification.
Work with Data Commons, a platform providing programmatic access to public statistical data from global sources.
Guide for using Apollo MCP Server to connect AI agents with GraphQL APIs. Use this skill when: (1) setting up or configuring Apollo MCP Server, (2) defining MCP tools from GraphQL…
Perform AI-powered web searches with real-time information using Perplexity models via LiteLLM and OpenRouter.
Design agent system prompts with explicit behavior rules and cognitive control. This skill should be used when users need to define agent instructions, create intent-to-tool…
This skill performs correlation analysis between differential methylation and differential gene expression, identifying genes with coordinated epigenetic regulation.
This skill should be used when generating and editing images using the Gemini API (Nano Banana Pro). It applies when creating images from text prompts, editing existing i — from…
Track and surface the estimated water cost of Claude interactions. Every query has a physical footprint - data centers need cooling, electricity needs generation.
Extract cognitive patterns and thinking fingerprints from any text. Use this skill when the user wants to analyze how someone thinks, understand cognitive style, profile — from…
Reference patterns for mathematical and combinatorial problem-solving. Covers modular arithmetic, prime sieves, GCD/LCM, binomial coefficients, fast exponentiation, counting…
Patterns and techniques for evaluating and improving AI agent outputs. Use this skill when implementing self-critique and reflection loops, building evaluator-optimizer p — from…
This skill should be used when the user asks to 'explore the codebase', 'map architecture', 'find similar features', or in Phase 2 of /dev workflow.