Types
Type checking and type generation
refactor-module
by hashicorp
Transform monolithic Terraform configurations into reusable, maintainable modules following HashiCorp's module design principles and community best practices.
ai-product
by sickn33
"Every product will be AI-powered. The question is whether you'll build it right or ship a demo that falls apart in production. This skill covers LLM integration patterns, RAG architecture, prompt engineering that scales, AI UX that users trust, and cost optimization that doesn't bankrupt you. Use when: keywords, file_patterns, code_patterns."
agent-tool-builder
by sickn33
"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 10x more tokens than necessary. This skill covers tool design from schema to error handling. JSON Schema best practices, description writing that actually helps the LLM, validation, and the emerging MCP standard that's becoming the lingua franca for AI tools. Key insight: Tool descriptions are more important than tool implementa"
airtable-automation
by sickn33
"Automate Airtable tasks via Rube MCP (Composio): records, bases, tables, fields, views. Always search tools first for current schemas."
angular
by sickn33
Modern Angular (v20+) expert with deep knowledge of Signals, Standalone Components, Zoneless applications, SSR/Hydration, and reactive patterns. Use PROACTIVELY for Angular development, component architecture, state management, performance optimization, and migration to modern patterns.
angular-state-management
by sickn33
Master modern Angular state management with Signals, NgRx, and RxJS. Use when setting up global state, managing component stores, choosing between state solutions, or migrating from legacy patterns.
tooluniverse-polygenic-risk-score
by mims-harvard
Build and interpret polygenic risk scores (PRS) for complex diseases using GWAS summary statistics. Calculates genetic risk profiles, interprets PRS percentiles, and assesses disease predisposition across conditions including type 2 diabetes, coronary artery disease, and Alzheimer's disease. Use when asked to calculate polygenic risk scores, interpret genetic risk for complex diseases, build custom PRS from GWAS data, or answer questions like "What is my genetic predisposition to breast cancer?"
devtu-auto-discover-apis
by mims-harvard
Automatically discover life science APIs online, create ToolUniverse tools, validate them, and prepare integration PRs. Performs gap analysis to identify missing tool categories, web searches for APIs, automated tool creation using devtu-create-tool patterns, validation with devtu-fix-tool, and git workflow management. Use when expanding ToolUniverse coverage, adding new API integrations, or systematically discovering scientific resources.
tooluniverse-gwas-finemapping
by mims-harvard
Identify and prioritize causal variants at GWAS loci using statistical fine-mapping and locus-to-gene predictions. Computes posterior probabilities for causal variants, links variants to genes via L2G predictions, annotates functional consequences, and suggests validation strategies. Use when asked to fine-map GWAS loci, prioritize causal variants, identify credible sets, or link GWAS signals to causal genes.
devtu-create-tool
by mims-harvard
Create new scientific tools for ToolUniverse framework with proper structure, validation, and testing. Use when users need to add tools to ToolUniverse, implement new API integrations, create tool wrappers for scientific databases/services, expand ToolUniverse capabilities, or follow ToolUniverse contribution guidelines. Supports creating tool classes, JSON configurations, validation, error handling, and test examples.
tooluniverse-immunotherapy-response-prediction
by mims-harvard
Predict patient response to immune checkpoint inhibitors (ICIs) using multi-biomarker integration. Given a cancer type, somatic mutations, and optional biomarkers (TMB, PD-L1, MSI status), performs systematic analysis across 11 phases covering TMB classification, neoantigen burden estimation, MSI/MMR assessment, PD-L1 evaluation, immune microenvironment profiling, mutation-based resistance/sensitivity prediction, clinical evidence retrieval, and multi-biomarker score integration. Generates a quantitative ICI Response Score (0-100), response likelihood tier, specific ICI drug recommendations with evidence, resistance risk factors, and a monitoring plan. Use when oncologists ask about immunotherapy eligibility, checkpoint inhibitor selection, or biomarker-guided ICI treatment decisions.
symfony:runner-selection
by MakFly
Apply production-grade Symfony architecture and execution workflows with controlled scope and clear checkpoints. Use for runner selection tasks.
symfony:value-objects-and-dtos
by MakFly
Apply production-grade Symfony architecture and execution workflows with controlled scope and clear checkpoints. Use for value objects and dtos tasks.
symfony:config-env-parameters
by MakFly
Apply production-grade Symfony architecture and execution workflows with controlled scope and clear checkpoints. Use for config env parameters tasks.
symfony:effective-context
by MakFly
Apply production-grade Symfony architecture and execution workflows with controlled scope and clear checkpoints. Use for effective context tasks.
wpds
by WordPress
"Use when building UIs leveraging the WordPress Design System (WPDS) and its components, tokens, patterns, etc."
flow-deliver
by nyldn
Multi-AI validation and review using Codex and Gemini CLIs (Double Diamond Deliver phase). Use when: AUTOMATICALLY ACTIVATE when user requests validation or review:. "review X" or "validate Y" or "test Z". "check if X works correctly"
skill-validate
by nyldn
Multi-AI validation combining debate, quality scoring, and issue extraction
octopus-architecture
by nyldn
System architecture and API design with multi-AI consensus
skill-intent-contract
by nyldn
Capture user goals and validate outputs against them
skill-decision-support
by nyldn
Present options with trade-offs for informed decision-making. Use when: AUTOMATICALLY ACTIVATE when user requests options or choices:. "fix or provide options" or "fix them or provide me options". "give me options" or "what are my options"
design-patterns
by FlorianBruniaux
Analyze codebase for GoF design patterns - detection, suggestions, evaluation with stack-aware adaptations
metaplex
by sendaifun
Complete Metaplex Protocol guide for Solana NFTs and digital assets. Covers Core (next-gen NFTs), Token Metadata, Bubblegum (compressed NFTs), Candy Machine, Genesis (token launches), MPL-Hybrid, Inscriptions, DAS API, and the Umi framework. The single source of truth for all Metaplex integrations.
nextjs-15
by prowler-cloud
Next.js 15 App Router patterns. Trigger: When working in Next.js App Router (app/), Server Components vs Client Components, Server Actions, Route Handlers, caching/revalidation, and streaming/Suspense.