awos-recruitment

building-genomics-pipelines

This skill should be used when the user asks to "build a genomics pipeline", "call variants", "analyze RNA-seq", "run ChIP-seq analysis", "annotate variants", "QC sequencing data", "detect CNVs", or when writing any bioinformatics pipeline code involving NGS data. Provides expert guidance on pipeline frameworks (Nextflow, Snakemake, WDL), alignment, variant calling, and production-ready nf-core workflows.

npx Package Development

This skill should be used when the user asks to "create an npx package", "build a CLI tool with TypeScript", "set up a Node.js CLI", "publish an npm package", "configure package.json bin field", "add CLI argument parsing", "create an executable npm package", or when writing TypeScript code for a command-line tool distributed via npx. Covers package structure, TypeScript configuration, argument parsing, build pipeline, and npm publishing.

terraform-skill

Use when working with Terraform or OpenTofu - creating modules, writing tests (native test framework, Terratest), setting up CI/CD pipelines, reviewing configurations, choosing between testing approaches, debugging state issues, implementing security scanning (trivy, checkov), or making infrastructure-as-code architecture decisions

apple-app-development

This skill should be used when the user asks to "create a SwiftUI view", "build an iOS app", "set up an Xcode project", "review Apple platform code", "add a widget", "create a watchOS app", "build for visionOS", "fix SwiftUI layout", or when generating any Swift code targeting Apple platforms (iOS, iPadOS, macOS, tvOS, watchOS, visionOS). Provides modern SwiftUI-first best practices covering UI patterns, app lifecycle, navigation, project structure, and platform-specific guidance. Use together with `swift-development` for Swift language fundamentals. Always generates Swift unless the project explicitly requires Objective-C.

docs-that-work

Project documentation guidelines. Use when asked to "write documentation", "create a CLAUDE.md", "write a README", "document this project", "improve documentation", or when creating/updating CLAUDE.md or README.md files.

TypeScript Development

This skill should be used when the user asks to "write TypeScript code", "create a TypeScript module", "define TypeScript types", "add type annotations", "use generics", "handle errors in TypeScript", "set up tsconfig", "organize TypeScript project", or when writing any TypeScript code that is not tied to a specific library or framework. Covers type system, strict mode, naming conventions, error handling, async patterns, and project structure.

FastMCP Server Development

This skill should be used when the user asks to "create an MCP server", "build an MCP tool", "add an MCP resource", "define MCP prompts", "set up FastMCP", "run an MCP server", "expose tools via MCP", "mount MCP sub-servers", "configure MCP transport", "add authentication to MCP", "test an MCP server", "use the MCP client", or when writing any Python code that uses the fastmcp package. Provides up-to-date FastMCP API patterns for tools, resources, prompts, server composition, authentication, and deployment.

ChromaDB

This skill should be used when the user asks to "set up ChromaDB", "create a Chroma collection", "add embeddings to ChromaDB", "query ChromaDB", "search vectors", "semantic search with ChromaDB", "filter ChromaDB results", "ChromaDB metadata filtering", "configure Chroma", "use ChromaDB persistent client", "delete from ChromaDB", or when writing any code that interacts with the chromadb Python package. Provides up-to-date API patterns, filtering syntax, collection configuration, and embedding function integration.

Modern Python Development

This skill should be used when the user asks to "write Python code", "create a Python module", "set up a Python project", "review Python code", "refactor Python", "add type hints", "fix Python style", or when generating any Python source code. Provides modern Python 3.12+ best practices covering syntax, type hints, error handling, project structure, and idiomatic patterns. Does not cover any specific library or framework.

aws-dynamodb-best-practices

AWS DynamoDB best practices for table design and data modeling. Use when designing DynamoDB schemas, choosing partition/sort keys, creating secondary indexes, modeling relationships, handling time series data, or optimizing query patterns. Triggers on tasks involving DynamoDB table creation, key design, GSI/LSI configuration, single-table design, adjacency lists, write sharding, or capacity planning. Does not cover DynamoDB SDK/API reference or CloudFormation/Terraform resource definitions.