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…
Model interpretability and explainability using SHAP (SHapley Additive exPlanations). Use this skill when explaining machine learning model predictions, computing feature — from…
Expert assistant for the Okyline schema language. Okyline enables JSON data validation by example, where constraints are expressed inline on field names.
This skill calculates key financial ratios and metrics from financial statement data for investment analysis — from majiayu000/claude-skill-registry
This skill should be used when developing, optimizing, testing, or submitting algorithms for The Innovation Game challenges (3-SAT, CVRP, Knapsack).
Upload images and videos to Cloudinary with CDN delivery and transformations. Use this skill for media hosting, optimization, resizing, format conversion, and video concatenation.
This skill should be used when the user asks to "test for directory traversal", "exploit path traversal vulnerabilities", "read arbitrary files through web applications" — from…
This skill should be used when the user asks to 'verify analysis results', 'check reproducibility', 'validate data science output', 'confirm completion', or as Phase 5 of — from…
This skill provides access to various knowledge search tools through x-cmd CLI, including Hacker News, Wikipedia, DuckDuckGo search, RFC documents, Project Gutenberg book — from…
Activate when user mentions "codex review", "code review", "fix pr code review". This skill provides guidance on how to effectively collaborate with codex to do a interate code…
This skill should be used when the user asks to "create a task in Things", "add a todo to Things 3", "manage Things projects", "schedule a task", "complete a todo", "delete a task…
Autonomous AI coding orchestration using the Ralph Wiggum technique and Ralphy CLI. This skill should be used when running AI agents in continuous loops until tasks complete,…
North star guidance for the agent-resources project. Use this skill to understand project context, get inspiration for development decisions, and resolve uncertainty about feature…
Replace with when the AI should activate this skill. Be pushy — cover multiple phrasings so the AI activates for a wide range of user prompts.
This skill should be used when the user asks about libraries, frameworks, API references, or needs code examples.
This skill should be used when the user asks to "create a plot", "make a chart", "visualize data", "create a heatmap", "make a scatter plot", "plot time series", "create…
This skill should be used when the user asks to "write php", "php 8", "composer", "phpunit", "pest", "phpstan", "psalm", "psr", or works with modern PHP language patterns and…
Use this skill for requests related to web research; it provides a structured approach to conducting comprehensive web research — from majiayu000/claude-skill-registry
INVOKE THIS SKILL when your Deep Agent needs memory, persistence, or filesystem access. Covers StateBackend (ephemeral), StoreBackend (persistent), FilesystemMiddleware, and…
Kubernetes-native AI agent framework for building, deploying, and managing AI agents on Kubernetes. This skill should be used when deploying AI agents as Kubernetes resources,…
Use this skill when creating or editing SND Lua macros for FFXIV. Provides metadata structure, state machine patterns, character conditions, configuration system, Player API,…
Super Ralph Wiggum - autonomous iteration loops with templates, PRD support, progress tracking, and browser testing.
Comprehensive Python library for astronomy and astrophysics. This skill should be used when working with astronomical data including celestial coordinates, physical units — from…
This skill should be used when the user asks to "check documentation", "latest API", "library docs", "context7", or needs up-to-date library documentation.
This skill should be used when the user asks to "build with DSPy", "create a DSPy module", "optimize prompts", "build a RAG system", "create an AI agent with DSPy", "use…
This skill should be used when creating comprehensive ontological documentation for software systems, including extracting domain concepts, modeling semantic relationships, and…
Patterns and techniques for evaluating and improving AI agent outputs. Use this skill when: - Implementing self-critique and reflection loops - Building evaluator-optimiz — from…
Perform GO and KEGG functional enrichment using HOMER from genomic regions (BED/narrowPeak/broadPeak) or gene lists, and produce R-based barplot/dotplot visualizations.
When the user wants to edit, review, or improve existing marketing copy. Also use when the user mentions 'edit this copy,' 'review my copy,' 'copy feedback,' 'proofread,' — from…
Guide for completing Coq proofs involving arithmetic properties like addition commutativity. This skill should be used when working on Coq proof files that require proving…
This skill should be used when describing patterns or anti-patterns for detection by LLM agents across any domain (code analysis, business processes, security audits, UX design,…
Generate Python code to call undocumented AWS APIs using SigV4 authentication from cURL requests captured in browser dev tools.
This skill should be used when generating spec artifacts (research.md, requirements.md, design.md, tasks.md), formatting agent output, structuring phase results, or when any Ralph…
Design protein sequences using ProteinMPNN inverse folding. Use this skill when: (1) Designing sequences for RFdiffusion backbones, (2) Redesigning existing protein seque — from…
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…
Design and implement RESTful API endpoints following REST principles, HTTP standards, and resource-based URL conventions.
Build clinical/healthcare deep-learning pipelines with PyHealth — loading EHR/signal/imaging datasets (MIMIC-III/IV, eICU, OMOP, SleepEDF, ChestXray14, EHRShot), defining tasks…
Build AI copilots, chatbots, and agentic UIs in React and Next.js using CopilotKit. Use this skill when the user wants to add an AI assistant, copilot, chat interface, AI-powered…
Tools are how AI agents interact with the world. A well-designed tool is the difference between an agent that works and one that hallucinates, fails silently, or costs 10 — from…
Multiagent AI system for scientific research assistance that automates research workflows from data analysis to publication.
Complete operational workflow for implementer agents (Codex, Gemini, etc.) making code changes and writing tests.
Create beautiful visual art in .png and .pdf documents using design philosophy. You should use this skill when the user asks to create a poster, piece of art, design, or — from…
This skill should be used when implementing graceful error handling and user confirmations in both backend and frontend, including friendly tool not found messages, action…
This skill should be used when working with pre-trained transformer models for natural language processing, computer vision, audio, or multimodal tasks.
When you need to understand the project's core mandate, operational rules, or "Constitution". Use this skill to align with the project's identity and strict coding standards.
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…
Creates blueprint-driven skills for infrastructure and deployment tasks. This skill should be used when creating new skills that require templates, patterns, or reference…
Use this skill any time a .pptx file is involved in any way — as input, output, or both. This includes: creating slide decks, pitch decks, or presentations; reading, pars — from…
Generate images using Google's Gemini image generation model with Deno. Use this skill when the user wants to create AI-generated images, perform image-to-image transformations,…
Expert guidance for using the Pal MCP Server (zen-pal-nas). This skill should be used when working with multi-model AI orchestration, tool workflows (chat, thinkdeep, planner,…
Web page and website scraping with Firecrawl API. Use this skill when scraping web articles, blog posts, documentation pages, paywalled content, or JavaScript-heavy sites.
Autonomous biomedical AI agent framework for executing complex research tasks across genomics, drug discovery, molecular biology, and clinical analysis.
ALWAYS use this skill when user needs ANY API functionality (AI models, image generation, video, audio, text processing, etc.).
Look up the latest version of any package using deps.dev API. Use this skill when checking package versions, updating dependencies, adding new packages to a project, or verifying…
This skill should be used when the user asks to "implement LLM-as-judge", "compare model outputs", "create evaluation rubrics", "mitigate evaluation bias", or mentions di — from…
This skill should be used when the user asks to \"upload images to Cloudflare\", \"implement direct creator upload\", \"configure image transformations\", \"optimize WebP/AVIF\",…
Guide for continuous improvement, error proofing, and standardization. Use this skill when the user wants to improve code quality, refactor, or discuss process improvements.
This skill identifies novel transcription factor binding motifs in the promoter regions of genes, or directly from genomic regions of interest such as ChIP-seq peaks, ATAC-seq…
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.
Guidance for querying ML model leaderboards and benchmarks (MTEB, HuggingFace, embedding benchmarks).