Data & AI
Machine Learning, Data Science, and AI development skills
22656 skills in this category
Subcategories
atlas-agent-security
Security audits, vulnerability analysis, and security best practices enforcement
knowledge-base-builder
Build searchable knowledge bases from document collections (PDFs, Word, text files). Use for creating technical libraries, standards repositories, research databases, or any large document collection requiring full-text search.
kyverno-resource-governance-templates
Kyverno resource governance policies enforcing CPU/memory limits, HPA requirements, and storage constraints for Kubernetes workloads.
plugin-test-framework
Virtual test environment for Claude Code hooks, plugins, and agents. Use when testing or validating plugin components without affecting production.
stock-ui
Stock analysis UI frontend. React + TypeScript with Tailwind CSS, shadcn/ui, Recharts. Use for React components, API integration, routing, state management, styling, charts visualization.
incentive-prompting
Research-backed prompting techniques for improved AI response quality
generate-limboai-tree
Programmatically generates LimboAI Behavior Tree resources (.tres) by converting a high-level C++ AI analysis (from the cpp-code-analyst skill) into a fully structured LimboAI tree. This skill handles all node mappings, hierarchical structure generation, and Blackboard configuration, deterministically offloading a complex, 10,000-token-plus generation task from the LLM agent.
quality-manager-qms-iso13485
ISO 13485 Quality Management System specialist for medical device companies. Provides QMS implementation, maintenance, process optimization, and compliance expertise. Use for QMS design, documentation control, management review, internal auditing, corrective actions, and ISO 13485 certification activities.
opportunityiq-mvp-scanner
Scans client data against revenue opportunity scenarios to identify and rank the top sales opportunities. Matches clients to scenarios like FIA replacements approaching surrender, cash drag opportunities, and concentrated portfolio positions. Calculates revenue potential and generates prioritized opportunity reports for financial advisors.
disciplined-specification
Phase 2.5 of disciplined development. Deep specification interview after design.Reads specifications, conducts thorough user interviews about implementation details,edge cases, and tradeoffs using AskUserQuestionTool. Appends refined findings tothe design document. Uses convergence-based completion.
form-security-analyzer
Static security analysis of HTML forms without sending any requests. Checks for CSRF tokens, insecure actions, missing validation, hidden field issues, and common security misconfigurations. Safe to run - no payloads sent. Use when user asks to "analyze form security", "check form for vulnerabilities", "static security check".
solid-principles
Apply SOLID principles (Single Responsibility, Open/Closed, Liskov Substitution, Interface Segregation, Dependency Inversion) when designing, reviewing, or refactoring code architecture. Use when evaluating class design, creating abstractions, or discussing software maintainability.
container-restart
Restarts WitchCityRope Docker development containers using the CORRECT procedure. Handles shutdown, rebuild with dev compose overlay, health checks, and compilation verification. Ensures environment is ready for development or testing. SINGLE SOURCE OF TRUTH for container restart process.
implement-dynamic-tape-diagram
Create interactive tape diagram builders using p5.js where students construct algebraic equations by dragging and resizing parts.
context-passport
Solve context fragmentation across Claude sessions. Use when users mention re-explaining themselves, losing conversation context, starting over, "you forgot," context loss, session continuity, picking up where we left off, or wanting Claude to remember across chats. Also use when users want to create/update their passport, generate session summaries, or maintain project continuity.
doc-gen-agent
Generates comprehensive documentation with high output volume
next-js-developer
Expert Next.js development assistant with 10+ years experience. Automatically audits, generates, and fixes Next.js applications using latest versions (Next.js 14+, React 19+, Tailwind CSS 3+). Use when working with Next.js projects for code generation, security audits, performance optimization, component creation, authentication implementation, or comprehensive project analysis. Handles Server/Client components, API routes, middleware, and ensures production-ready, secure code.
spec-driven-development
Guide for implementing Specification-Driven Development in any project using GitHub's spec-kit. Use when users want to start spec-driven development, need to initialize spec-kit in a project, or want guidance on the spec-kit workflow (constitution, specify, clarify, plan, tasks, implement). Covers installation, initialization, and step-by-step prompts for each phase.
css-styling-standards
CSS styling standards and best practices for responsive, accessible, and maintainable web interfaces with special considerations for multilingual content and Chuukese text display. Use when creating or modifying stylesheets and CSS components.
database-operations
Expert at Neon PostgreSQL database operations, migrations, schema validation, and query optimization. Use when working with database schemas, migrations, SQL queries, Neon connections, or diagnosing database issues.