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canonical-format-checker
This skill prevents format drift in educational content by checking if lessons about platform patterns (skills, agents, ADRs) match their canonical source formats. It provides specific lookup tables, comparison checklists, and drift reports with concrete fixes. Integrates with planning and implementation workflows.
discover-research
A gateway skill that automatically loads specific research methodology skills based on task context. It provides a decision tree and keyword mapping to activate relevant research tools for quantitative, qualitative, or mixed-methods projects, reducing manual skill loading.
ml-paper-writing
Write publication-ready ML/AI papers for NeurIPS, ICML, ICLR, ACL, AAAI, COLM. Use when drafting papers from research repos, structuring arguments, verifying citations, or preparing camera-ready submissions. Includes LaTeX templates, reviewer guidelines, and citation verification workflows.
deepchem
Molecular machine learning toolkit. Property prediction (ADMET, toxicity), GNNs (GCN, MPNN), MoleculeNet benchmarks, pretrained models, featurization, for drug discovery ML.
cobrapy
This skill provides a comprehensive interface to COBRApy, a Python library for constraint-based metabolic modeling. It enables loading SBML models, performing FBA/FVA simulations, gene knockout studies, flux sampling, and media optimization for systems biology research. The documentation includes practical code examples for common workflows.
alphafold-database
Access AlphaFold's 200M+ AI-predicted protein structures. Retrieve structures by UniProt ID, download PDB/mmCIF files, analyze confidence metrics (pLDDT, PAE), for drug discovery and structural biology.
dev-workflow-planning
This skill provides structured command patterns (/brainstorm, /write-plan, /execute-plan) to transform ad-hoc development conversations into systematic project execution. It enforces hypothesis-driven planning, incremental implementation, and progress tracking with clear checkpoints and templates for various development scenarios.
dev-scan
This skill aggregates developer opinions from Reddit, Hacker News, Dev.to, and Lobsters about technical topics. It extracts key themes, identifies consensus points, highlights controversies, and surfaces notable perspectives with source attribution. The parallel search approach speeds up data collection.
project-planning
This skill generates structured planning documentation for web projects, breaking work into context-safe phases with verification criteria. It creates IMPLEMENTATION_PHASES.md plus conditional docs like DATABASE_SCHEMA and API_ENDPOINTS. It includes automation commands for new projects and feature planning, with a default stack assumption for Cloudflare Workers/React projects.
qa-expert
This skill provides structured QA guidance with specific workflows for test planning, execution, and defect tracking. It integrates with tools like Selenium, Cypress, and Jira, offering concrete checklists and communication protocols for quality analysis and implementation phases.
zinc-database
Access ZINC (230M+ purchasable compounds). Search by ZINC ID/SMILES, similarity searches, 3D-ready structures for docking, analog discovery, for virtual screening and drug discovery.
qutip
This skill provides a Claude interface to QuTiP, a Python library for simulating quantum systems. It covers state creation, time evolution with multiple solvers, visualization, and advanced methods like Floquet theory. The documentation includes installation steps, core examples, and performance tips for quantum optics and computing tasks.
sequential-thinking
Use when complex problems require systematic step-by-step reasoning with ability to revise thoughts, branch into alternative approaches, or dynamically adjust scope. Ideal for multi-stage analysis, design planning, problem decomposition, or tasks with initially unclear scope.
rails-upgrade-assistant
This skill automates Rails application upgrades from versions 7.0 to 8.1.1. It generates a detection script to find breaking changes in your codebase, then creates detailed upgrade reports based on actual findings. The process saves significant manual effort by providing file:line references and step-by-step migration guides.
ops-platform-onboarding
A highly structured and comprehensive workflow for onboarding services to an internal developer platform, covering infrastructure, observability, security, and documentation with clear templates.
ops-incident-response
Provides a structured, phase-based workflow for handling production incidents from detection to post-mortem. Includes severity classification, role assignments, communication templates, and checklists. Integrates with an incident-responder agent for complex cases and offers anti-rationalization guidance.
ai-rag-pipeline
Build RAG (Retrieval Augmented Generation) pipelines with web search and LLMs. Tools: Tavily Search, Exa Search, Exa Answer, Claude, GPT-4, Gemini via OpenRouter. Capabilities: research, fact-checking, grounded responses, knowledge retrieval. Use for: AI agents, research assistants, fact-checkers, knowledge bases. Triggers: rag, retrieval augmented generation, grounded ai, search and answer, research agent, fact checking, knowledge retrieval, ai research, search + llm, web grounded, perplexity alternative, ai with sources, citation, research pipeline
building-with-envoy-gateway
This skill provides detailed guidance for implementing Envoy Gateway in Kubernetes, covering Gateway API, traffic policies, rate limiting, TLS, and AI-specific routing with Envoy AI Gateway. It includes concrete YAML examples, decision tables, and architecture diagrams for production deployments.
product-manager-toolkit
Comprehensive toolkit for product managers including RICE prioritization, customer interview analysis, PRD templates, discovery frameworks, and go-to-market strategies. Use for feature prioritization, user research synthesis, requirement documentation, and product strategy development.
creating-financial-models
This skill provides an advanced financial modeling suite with DCF analysis, sensitivity testing, Monte Carlo simulations, and scenario planning for investment decisions
project-manager
A comprehensive project management expert skill with well-structured frameworks covering planning, execution, and closure phases. It integrates multiple tools and methodologies for practical project oversight.
startup-financial-modeling
This skill should be used when the user asks to "create financial projections", "build a financial model", "forecast revenue", "calculate burn rate", "estimate runway", "model cash flow", or requests 3-5 year financial planning for a startup.
drugbank-database
Access and analyze comprehensive drug information from the DrugBank database including drug properties, interactions, targets, pathways, chemical structures, and pharmacology data. This skill should be used when working with pharmaceutical data, drug discovery research, pharmacology studies, drug-drug interaction analysis, target identification, chemical similarity searches, ADMET predictions, or any task requiring detailed drug and drug target information from DrugBank.
gwas-database
This skill provides structured access to the NHGRI-EBI GWAS Catalog for querying SNP-trait associations. It includes detailed API examples, Python code snippets for data retrieval, and clear guidance on search patterns for genetic variants, diseases, and genes. The documentation covers practical workflows for genetic epidemiology research.