Skills from wshobson/agents
npx skills add wshobson/agentsGitHub →Enhance your AI applications with expert embedding strategies. Select and fine-tune models for semantic search, RAG, and multilingual content in Claude Code.
Master hybrid search implementation for RAG systems, combining vector and keyword search to boost retrieval accuracy. Optimize your search engines and improve recall
Master comprehensive LLM evaluation strategies for AI applications. Implement automated metrics, human feedback, and benchmarking to ensure robust, high-quality AI p
Master advanced prompt engineering patterns to maximize LLM performance, reliability, and control for production AI applications. Enhance Claude Code outputs and des
Master RAG implementation for LLM applications. Build knowledge-grounded AI systems, document Q&A, and integrate LLMs with external knowledge bases using vector data
Implement efficient similarity search with vector databases for semantic search, RAG, and recommendation engines. Optimize retrieval performance with various distanc
Master vector index tuning for AI agents like Claude Code. Optimize HNSW, quantization, and infrastructure for superior recall, latency, and memory efficiency in lar
Elevate your API development with an AI Agent Skill mastering REST and GraphQL design principles. Build scalable, maintainable, and developer-friendly APIs. Ideal fo
Document significant technical decisions and architectural choices with this Architecture Decision Records (ADR) Agent Skill. Follow best practices for context, deci
Master backend architecture patterns like Clean Architecture, Hexagonal, and DDD with this AI Agent Skill. Design maintainable, testable, and scalable systems for co
Master CQRS implementation with this agent skill. Learn to separate read/write models, optimize query performance, and build scalable, event-sourced systems efficien
Master design system architecture with this agent skill. Learn to create scalable UI foundations using design tokens, multi-brand theming, and robust component libra
Learn to implement robust error handling patterns across languages like exceptions, Result types, and graceful degradation. Build resilient applications, design faul
Master event store design for event-sourced applications. Learn to build robust event sourcing infrastructure, choose technologies, and optimize event persistence pa
Enhance your Godot 4 game development with essential GDScript patterns. Learn optimal architecture, signals, scenes, state machines, and performance best practices.
Master LangChain 1.x and LangGraph to design robust LLM applications. Build powerful AI agents, manage memory, and integrate tools for complex workflows. Essential f
Implement Linkerd service mesh patterns for lightweight, security-focused deployments. This agent skill helps set up automatic mTLS, traffic splits, and zero-trust n
Master microservices architecture with this Agent Skill. Learn service boundaries, event-driven communication, data management, and resilience patterns for robust di
Master monorepo management with Turborepo, Nx, and pnpm workspaces. Build scalable multi-package repositories, optimize builds, and manage shared dependencies effici
Master multi-cloud architecture design with this AI agent skill. Learn to select and integrate services across AWS, Azure, and GCP using a decision framework, avoidi
Master Nx monorepo patterns with this agent skill. Configure project boundaries, optimize build caching, implement affected commands, and streamline CI/CD for robust
Master projection patterns for event-sourced systems. Learn to build CQRS read models, materialized views, and optimize query performance using event streams. Enhanc
Master React Native architecture with this agent skill. Learn production patterns for Expo, navigation, state, native modules, and offline-first apps. Build robust,
Master saga patterns for distributed transactions and cross-service workflows. Implement compensating transactions, manage long-running processes, and build resilien
Dive deep into Unity ECS, DOTS, Job System, and Burst Compiler with this agent skill. Learn production patterns for building high-performance, data-oriented games ef
Master robust backtesting frameworks for trading strategies with this Agent Skill. Learn to mitigate look-ahead, survivorship, and transaction cost biases for reliab
Implement robust DeFi protocols like staking, AMMs, governance, and lending with production-ready templates. Enhance your Web3 development with this powerful AI Agen
Master C#/.NET backend patterns for robust APIs, servers, and enterprise apps. Covers async, DI, EF Core, Dapper, caching, and xUnit testing. Elevate your AI coding
Jumpstart your FastAPI projects with this agent skill. Generate robust, production-ready backend APIs featuring async patterns, dependency injection, and best practi
Master Go concurrency patterns for robust applications. Leverage goroutines, channels, sync primitives, and context to build worker pools, manage lifecycles, and deb
Implement robust NFT solutions using ERC-721 and ERC-1155 standards. This agent skill covers metadata, minting, marketplace integration, and advanced features for di
Master Node.js backend development with this agent skill. Build scalable REST/GraphQL APIs, implement authentication, error handling, and database integration using
Master async Rust programming with Tokio, async traits, and error handling. Learn concurrent patterns to build robust, high-performance async applications with this
Master data storytelling with this AI Agent Skill. Learn to transform complex data into clear, compelling narratives for stakeholders, reports, and executive present
Master database migrations with this AI Agent Skill. Handle ORM-specific strategies, zero-downtime deployments, complex data transformations, and robust rollback pro
Master dbt transformation patterns for analytics engineering. Learn model organization, testing, documentation, and incremental strategies with this AI Agent Skill f
Master PostgreSQL table design with this AI Agent Skill. Learn best practices for schema, data types, indexing, and performance patterns to build robust and efficien
Master SQL query optimization, indexing strategies, and EXPLAIN analysis with this Agent Skill. Dramatically improve database performance, eliminate slow queries, an
Master systematic debugging techniques, profiling tools, and root cause analysis with this AI agent skill. Efficiently track down bugs, performance issues, and unexp
Master defensive Bash programming techniques with this agent skill for Claude Code & Cursor. Build production-grade, fault-tolerant shell scripts, CI/CD pipelines, a
Optimize Bazel builds for large-scale monorepos using this Agent Skill. Learn best practices for remote execution, caching, and performance tuning to accelerate your
Automate changelog generation and release notes using the Keep a Changelog format. This Agent Skill integrates with commit conventions and release workflows for cons
Optimize cloud spending across AWS, Azure, and GCP. This AI Agent Skill helps with resource rightsizing, reserved instances, tagging, and cost governance for efficie
Implement robust data quality with Great Expectations, dbt tests, and data contracts using this AI Agent Skill. Ensure reliable data pipelines and validate data inte
Master major dependency upgrades for coding projects with this agent skill. Analyze compatibility, plan staged rollouts, and ensure robust testing for framework and
Master multi-stage CI/CD pipeline design with approval gates, security checks, and advanced deployment strategies using this AI Agent Skill. Ideal for robust softwar
Implement distributed tracing with Jaeger and Tempo using this AI Agent Skill. Track requests across microservices, identify performance bottlenecks, and enhance obs
Enhance your CI/CD pipeline with the GitHub Actions Templates Agent Skill. Generate production-ready workflows for automated testing, Docker builds, deployments to K
Master GitLab CI/CD with this agent skill. Learn to build multi-stage pipelines, optimize performance with caching, and deploy with distributed runners for robust, s
Master GitOps workflows with this AI Agent Skill. Implement automated, declarative Kubernetes deployments using ArgoCD and Flux CD for continuous reconciliation and
Create and manage production-ready Grafana dashboards with this AI Agent Skill. Visualize system, application, and business metrics for real-time observability and r
Design, organize, and manage Helm charts efficiently with this AI Agent Skill. Master Kubernetes application templating, packaging, and deployments for scalable, reu
Master hybrid cloud networking. Configure secure, high-performance connectivity between on-premises infrastructure and AWS/Azure/GCP using VPN, Direct Connect, and E
Create robust incident response runbooks with step-by-step procedures, clear escalation paths, and recovery actions. Enhance your team's incident management with the
Master Istio traffic management with this Agent Skill. Configure routing, load balancing, circuit breakers, and canary deployments for your service mesh applications
Generate production-ready Kubernetes manifests for Deployments, Services, ConfigMaps, and Secrets. This agent skill ensures your K8s configurations follow best pract
Master seamless on-call shift handoffs with this Agent Skill. Ensure continuous incident response, clear context transfer, and robust documentation for effective tea
Master blameless postmortem writing with this Agent Skill. Conduct root cause analysis, generate timelines, and create actionable items to prevent incident recurrenc
Master Prometheus configuration for robust metric collection, monitoring, and alerting. Learn setup, scraping, recording rules, and more with this essential AI Agent
Master service mesh observability with this AI Agent Skill. Implement distributed tracing, metrics, and visualization for Istio & Linkerd. Debug latency, define SLOs
Master ShellCheck static analysis configuration for shell scripts. Improve code quality, catch pitfalls, and enforce best practices in CI/CD. Essential Agent Skill f
Master SLO implementation with this agent skill. Define SLIs, SLOs, error budgets, and alerting to establish clear reliability targets and enhance SRE practices.
Master Apache Spark optimization with this Agent Skill. Learn to tune partitioning, caching, shuffle, and memory to accelerate slow jobs and scale your big data proc
Master infrastructure as code with the Terraform Module Library agent skill. Build reusable, production-ready modules for AWS, Azure, and GCP, standardizing cloud pr
Master Turborepo caching to accelerate monorepo builds and CI/CD pipelines. Configure local and remote caching, understand pipeline concepts, and troubleshoot cache
Generate legally sound employment contracts, offer letters, and HR policy documents with this AI Agent Skill. Streamline your HR documentation and ensure compliance
Generate and maintain OpenAPI 3.1 specifications from code, design, or validation patterns. Use this AI Agent Skill for API documentation, SDK generation, and contra
Master advanced Git workflows like rebase, cherry-pick, bisect, worktrees, and reflog with this AI agent skill. Maintain clean commit history, recover mistakes, and
Master competitive analysis with this AI Agent Skill. Evaluate market positioning, identify differentiation, and apply Porter's Five Forces for strategic insights.
Master market sizing analysis with this AI Agent Skill. Calculate TAM, SAM, and SOM for startups and business opportunities using top-down, bottom-up, and value theo
Master key startup metrics like MRR, CAC, LTV, and churn with this agent skill. Optimize business performance, unit economics, and fundraising readiness for SaaS and
Master Android UI design with Material Design 3 and Jetpack Compose patterns. Build modern, adaptive, and accessible native Android apps following Google's guideline
Master iOS Human Interface Guidelines and SwiftUI patterns with this Agent Skill. Design and build native iOS applications, implement SwiftUI views, and adhere to Ap
Master React Native design with this Agent Skill. Learn advanced styling, React Navigation, and Reanimated for performant, cross-platform mobile apps with native UI.
Master Next.js 14+ App Router with this agent skill. Learn Server Components, streaming, parallel routes, and advanced data fetching for optimal performance and scal
Elevate your JavaScript code with this Agent Skill. Master ES6+ features like async/await, destructuring, and arrow functions for clean, efficient, and modern web de
Automate recurring payments, invoicing, subscription lifecycle, and dunning management with the Billing Automation Agent Skill for Claude Code and Cursor. Streamline
Master PayPal integration for your applications. Handle express checkout, recurring billing, IPN, and refund management with this powerful AI Agent Skill. Ideal for
Ensure your payment systems meet PCI DSS compliance with this agent skill. Securely handle cardholder data, implement robust security measures, and prepare for PCI D
Master Stripe integration with this Agent Skill for secure, PCI-compliant payment flows. Implement checkout, subscriptions, webhooks, and manage refunds easily. Esse
Enhance your Python applications with high-performance asyncio, concurrent programming, and async/await. This Agent Skill guides you in building non-blocking systems
Master Python packaging to create, structure, and distribute your libraries and CLI tools efficiently. Publish to PyPI with pyproject.toml and modern standards.
Master Python performance optimization with this AI Agent Skill. Profile CPU and memory, identify bottlenecks, and apply best practices for faster, more efficient Py
Calculate comprehensive portfolio risk metrics like VaR, CVaR, Sharpe, and drawdown using this AI agent skill. Essential for financial analysis, risk management, and
Master the uv package manager with this agent skill for ultra-fast Python dependency resolution, virtual environments, and modern project workflows. Optimize your de
Leverage the React Modernization Agent Skill to seamlessly upgrade applications, migrate class components to hooks, and adopt concurrent features for improved perfor
Master modern React state management with this agent skill. Learn Redux Toolkit, Zustand, Jotai, and React Query for global, server, and local state in your applicat
Master anti-reversing, obfuscation, and software protection techniques with this AI Agent Skill. Essential for authorized malware analysis, CTFs, and security resear
Visualize and analyze complex attack paths with the Attack Tree Construction Agent Skill. Map threats, identify defense gaps, and communicate security risks effectiv
Master secure authentication and authorization patterns like JWT, OAuth2, and RBAC with this Agent Skill. Build robust access control, secure APIs, and debug securit
Master binary analysis patterns with this Agent Skill. Learn disassembly, decompilation, control flow, and code pattern recognition for executables, compiled code, a
Implement GDPR-compliant data handling with this Agent Skill. Manage consent, subject rights, and privacy-by-design for EU personal data. Essential for secure, legal
Learn to implement robust Kubernetes security policies. This agent skill covers NetworkPolicy, PodSecurityPolicy, RBAC, and Pod Security Standards for production-gra
Master memory forensics with this AI agent skill. Learn to acquire, analyze, and extract artifacts from memory dumps using Volatility for incident response and malwa
Master memory-safe programming with the Memory Safety Patterns Agent Skill. Learn RAII, ownership, and smart pointers across Rust, C++, and C to prevent critical mem
Configure mutual TLS (mTLS) for zero-trust service-to-service communication with this AI Agent Skill. Implement secure internal communication, certificate management
Master network protocol reverse engineering with this AI Agent Skill. Learn packet analysis, protocol dissection, and custom documentation for security research and
Automate security scanning and vulnerability detection with the SAST Configuration Agent Skill. Set up Semgrep, SonarQube, and CodeQL for DevSecOps practices and CI/
Master secure secrets management in CI/CD pipelines with this agent skill. Learn to use Vault, AWS Secrets Manager, and other tools to protect sensitive credentials
Transform threat models into actionable security requirements with this AI Agent Skill. Ideal for writing security user stories, creating test cases, and ensuring co
Elevate your smart contract development with the Solidity Security Agent Skill. Learn to prevent reentrancy, overflow, and access control issues, ensuring robust and
Apply the STRIDE methodology with this AI agent skill to systematically identify security threats, analyze system architecture, and enhance threat modeling sessions.
Enhance your security posture with the Threat Mitigation Mapping Agent Skill. Prioritize investments, create remediation plans, and validate controls for robust defe
Master Bats (Bash Automated Testing System) to write robust unit tests for shell scripts. Implement TDD, integrate into CI/CD, and ensure reliable shell utility deve
Master E2E testing patterns with Playwright and Cypress to build reliable, maintainable test suites. Catch bugs early, improve deployment confidence, and establish s
Master JavaScript & TypeScript testing with this Agent Skill. Learn Jest, Vitest, Testing Library for unit, integration, and E2E tests, including mocking, fixtures,
Master Python testing with this agent skill. Learn pytest, fixtures, mocking, and TDD to build robust and reliable Python applications. Essential for developers.
Master screen reader testing with VoiceOver, NVDA, and JAWS. Ensure web applications are fully accessible, debug common issues, and validate ARIA implementations. En
Master Temporal workflow testing with Python, pytest, and time-skipping strategies. Learn unit, integration, and replay testing for robust CI/CD pipelines and local
Master WCAG 2.2 accessibility audits with this Agent Skill. Get guidance on automated testing, manual verification, remediation, and design patterns for ADA/Section
Master comprehensive web3 smart contract testing with this AI Agent Skill. Utilize Hardhat and Foundry for robust unit, integration, and mainnet forking tests, ensur
Master complex AngularJS to Angular migrations. This agent skill guides you through hybrid app setup, incremental component conversion, dependency injection updates,
Master TypeScript's advanced type system with this AI Agent Skill. Learn generics, conditional types, mapped types, and utility types to build robust, type-safe appl
Enhance your coding projects with the Accessibility Compliance agent skill. Implement WCAG 2.2, ARIA patterns, and inclusive design for all users. Perfect for audits
Enhance user experiences with the Interaction Design Agent Skill. Implement microinteractions, motion design, transitions, and feedback patterns for delightful, intu
Learn to design highly effective KPI dashboards with this Agent Skill. Master metric selection, visualization best practices, and real-time monitoring patterns to dr
Master responsive design with this AI agent skill. Implement container queries, fluid typography, CSS Grid, and mobile-first strategies for adaptive interfaces acros
Leverage the Tailwind Design System Agent Skill to build robust, scalable, and accessible UI components. Implement design tokens, create component libraries, and sta
Master visual design foundations with this agent skill. Apply typography, color, spacing, and iconography to build cohesive, accessible UIs and create robust design
Master the art of web component design with this agent skill. Learn patterns for React, Vue, and Svelte, including CSS-in-JS, composition, and building reusable UI l
Learn to build robust Apache Airflow DAGs with best practices. This Agent Skill covers design, operators, sensors, testing, and deployment for scalable data pipeline
Master effective code review practices with this AI Agent Skill. Learn to provide constructive feedback, catch bugs early, share knowledge, and enhance team collabor
Enhance AI coding assistant interactions with Context-Driven Development. Manage project context artifacts, align AI, and improve consistency across your development
Master MLOps with this Agent Skill. Design, build, and automate end-to-end ML pipelines from data ingestion and preparation to model training, validation, and produc
Build comprehensive 3-5 year financial models for startups with this AI agent skill. Forecast revenue, calculate burn rate, and model cash flow for strategic plannin
Optimize your startup's growth with the Team Composition Analysis Agent Skill. Plan team structures, determine hiring needs, design org charts, and calculate compens
Master Conductor track management with this AI Agent Skill. Create, specify, plan, and complete features, bugs, and refactors efficiently using spec.md and plan.md f
Master durable workflow design with Temporal for distributed systems. Learn workflow vs. activity separation, saga patterns, state management, and determinism. Essen
Master Conductor's TDD workflow with this Agent Skill. Learn to manage task checkpoints, execute Git commits, and apply verification protocols for high-quality softw