Use this skill for reinforcement learning tasks including training RL agents (PPO, SAC, DQN, TD3, DDPG, A2C, etc.), creating custom Gym environments, implementing callbacks for…
Guidance for querying ML model leaderboards and benchmarks (MTEB, HuggingFace, embedding benchmarks).
End-to-end binder design using BindCraft hallucination. Use this skill when: (1) Designing protein binders with built-in AF2 validation, (2) Running production-quality bi — from…
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。
This skill should be used when working with single-cell omics data analysis using scvi-tools, including scRNA-seq, scATAC-seq, CITE-seq, spatial transcriptomics, and othe — from…
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 should be used when the user asks about "Elnora agent capabilities", "what can the agent do", "agent tools", "web search", "academic search", "PubMed", "ArXiv", "Exa",…
Memory is the cornerstone of intelligent agents. Without it, every interaction starts from zero. This skill covers the architecture of agent memory: short-term (context w — from…
This skill should be used when users want to train or fine-tune language models using TRL (Transformer Reinforcement Learning) on Hugging Face Jobs infrastructure.
This skill should be used when the user asks to "create a hook", "write hook config", "add hooks.json", "configure event hooks", "create PreToolUse hook", "add SessionStart hook",…
Evaluate educational chapters from dual student and teacher perspectives. This skill should be used when analyzing chapter quality, identifying content gaps, or planning — from…
Expert guidance for implementing FHIR RESTful API servers and clients following the HL7 FHIR specification.
Use this skill whenever the user wants to discuss, explore, or ask questions about a topic using the local knowledge base as grounding.
Complete operational workflow for implementer agents (Codex, Gemini, etc.) making code changes and writing tests.
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…
Comprehensive citation management for academic research. Search Google Scholar and PubMed for papers, extract accurate metadata, validate citations, and generate properly — from…
Autonomous biomedical AI agent framework for executing complex research tasks across genomics, drug discovery, molecular biology, and clinical analysis.
This skill should be used when the user asks to "use the oracle" or "ask the oracle" for deep research, analysis, or architectural questions.
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 helps users extract YouTube video transcripts and perform deep competitive analysis on the content.
Use this skill when you need to analyze code for design patterns, anti-patterns, naming conventions, and code duplication.
This skill should be used when checking for naming conflicts between local skills (~/.claude/skills) and plugin-provided skills (~/.claude/plugins).
Email has the highest ROI of any marketing channel. $36 for every $1 spent. Yet most startups treat it as an afterthought - bulk blasts, no personalization, landing in spam…
Brief description of what this skill does and when to use it. Be specific about capabilities and use cases to help agents decide when to load this skill.
Multiagent AI system for scientific research assistance that automates research workflows from data analysis to publication.
This skill should be used when users need comprehensive research on a topic requiring exploration of multiple sources, synthesis of findings, and a well-structured report with…
This skill should be used for time series machine learning tasks including classification, regression, clustering, forecasting, anomaly detection, segmentation, and simil — from…
This skill should be used when the user asks to "run autopilot", "autopilot feature N", "implement all phases", "run all phases sequentially", "autopilot 003", or wants to…
Core behavioral guidelines and interaction patterns for the agent. This skill provides the foundation for how the agent should communicate and behave across all interactions.
Fetches official documentation for external libraries and frameworks (React, Next.js, Prisma, FastAPI, Express, Tailwind, MongoDB, etc.) with 60-90% token savings via content-type…
Analyzes narrative text and files to identify and remove AI-generated signals while preserving authentic voice and style.
This skill should be used when the user asks to "build an AI assistant", "create a chatbot", "make an agent that does X for me", "design a copilot feature", "automate this…
This skill provides a complete and streamlined workflow for performing methylation variability and epigenetic heterogeneity analysis from whole-genome bisulfite sequencing (WGBS)…
Guide for continuous improvement, error proofing, and standardization. Use this skill when the user wants to improve code quality, refactor, or discuss process improvements.
ALWAYS invoke FIRST on ANY "build/create/implement/add feature" request. This skill WRAPS brainstorming - it decides the approach.
Use this skill for requests related to web research; it provides a structured approach to conducting comprehensive web research — from majiayu000/claude-skill-registry
Provides full-stack patterns for implementing searchable, paginated lists in the Erify Admin section.
Computational pathology toolkit for analyzing whole-slide images (WSI) and multiparametric imaging data.
This skill should be used when the user requests "get JSON with fields X, Y, Z", "need JSON output from this text", "create structured JSON from", or provides a JSON schema they…
This skill should be used when the user asks to "look up Effect API", "check the Effect docs", "find Effect function signature", "what does Effect.X do", "how to use Effect.X",…
<Brief description of what this skill does and when to use it. Include trigger keywords for agent discovery.>
Assess the scientific integrity and trustworthiness of publications before relying on their findings.
Guidance for building Caffe from source and training CIFAR-10 models. This skill applies when tasks involve compiling Caffe deep learning framework, configuring Makefile.config,…
ALWAYS use this skill for ANY Svelte component styling, design, or UI work. Svelte 5 UI design system using Tailwind CSS 4, Skeleton Labs design tokens/presets/Tailwind…
This skill should be used when crafting prompts for Nano Banana Pro (Gemini image generation). Use when users want help writing image generation prompts, need guidance on prompt…
All-atom protein design using BoltzGen diffusion model. Use this skill when: (1) Need side-chain aware design from the start, (2) Designing around small molecules or liga — from…
Use when a prompt or corpus is long/dense (multi-docs, logs, codebases) and you want a reproducible map/reduce pipeline.
When the user needs to gather information from multiple sources including web searches, academic databases (arXiv), PDF documents, and professional profiles.
ALWAYS USE THIS SKILL for PolicyEngine microsimulation, population-level analysis, winners/losers calculations.
Ligand-aware protein sequence design using LigandMPNN. Use this skill when: (1) Designing sequences around small molecules, (2) Enzyme active site design, (3) Ligand bind — from…
This skill should be used when creating comprehensive ontological documentation for software systems, including extracting domain concepts, modeling semantic relationships, and…
Structure prediction using Boltz-1/Boltz-2, an open biomolecular structure predictor. Use this skill when: (1) Predicting protein complex structures, (2) Validating desig — from…
Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.).
This skill should be used when the user mentions "API design", "TypeScript API", "type-safe API", "endpoint design", "API validation", "Zod", discusses creating APIs, type safety,…
Build Claude agents using TypeScript with the @anthropic-ai/claude-agent-sdk. Use this skill when implementing conversational agents, building tools for agents, setting up…
Comprehensive overview of Claude Code features, architecture, and capabilities. Learn about hooks, skills, commands, permissions, and best practices for configuring Claud — from…
HTML/reveal.js content generation guide. Use this skill when you need to create HTML presentations that can be previewed via `frago view`.
This skill should be used when users want to create powerful AI agents comparable to Claude Code or sonph-code.
AI orchestration and task management platform. Use this skill when working in a Fulcrum task worktree, managing tasks/projects, or interacting with the Fulcrum server.
This skill should be used when conducting comprehensive codebase research to answer questions, understand architecture, or prepare context for implementation planning.