vanman2024

Setup Tailwind CSS and shadcn/ui component library for Next.js projects. Use when configuring Tailwind CSS, installing shadcn/ui, setting up design to...

Implement and validate FastAPI authentication strategies including JWT tokens, OAuth2 password flows, OAuth2 scopes for permissions, and Supabase inte...

Build Claude Code framework components (agents, slash commands, skills, plugins) following standardized templates. Use when creating new agents, comma...

Astro best practices, routing patterns, component architecture, and static site generation techniques. Use when building Astro websites, setting up ro...

Agent-to-Agent (A2A) executor implementation patterns for task handling, execution management, and agent coordination. Use when building A2A executors...

Integration patterns for combining Agent-to-Agent (A2A) Protocol with Model Context Protocol (MCP) for hybrid agent communication. Use when building s...

Agent-to-Agent (A2A) protocol implementation patterns for Google ADK - exposing agents via A2A, consuming external agents, multi-agent communication, ...

SDK installation and setup patterns for Agent-to-Agent Protocol across Python, TypeScript, Java, C#, and Go. Use when implementing A2A protocol, setti...

Agent-to-Agent (A2A) server configuration patterns for HTTP, STDIO, SSE, and WebSocket transports. Use when building A2A servers, configuring MCP tran...

A2A agent card JSON templates with schema validation and examples for different agent types. Use when creating agent cards, implementing A2A protocol ...

AI agent workflow patterns including ReAct agents, multi-agent systems, loop control, tool orchestration, and autonomous agent architectures. Use when...

Embedding/vector caching for AI cost optimization

AI-powered content and image generation using content-image-generation MCP with Google Imagen 3/4, Veo 2/3, Claude Sonnet, and Gemini 2.0. Use when ge...

Backend API authentication patterns with Clerk JWT middleware and route protection. Use when building REST APIs, GraphQL APIs, protecting backend rout...

Resend API integration patterns, authentication, error handling, and rate limiting. Use when implementing API clients, handling authentication, managi...

Async SQLAlchemy 2.0+ database patterns for FastAPI including session management, connection pooling, Alembic migrations, relationship loading strateg...

Pre-built and custom Clerk authentication component templates with theming and customization patterns. Use when building authentication UI, creating s...

Configure Supabase authentication providers (OAuth, JWT, email). Use when setting up authentication, configuring OAuth providers (Google/GitHub/Discor...

Periodic task scheduling patterns with Celery Beat (crontab, interval, solar). Use when configuring periodic tasks, setting up task schedules, impleme...

Clerk Billing and Stripe subscription management setup. Use when implementing subscriptions, configuring pricing plans, setting up billing, adding pay...

Message broker setup patterns (Redis, RabbitMQ, SQS) for Celery including connection strings, SSL configuration, high availability, and production bes...

Caching patterns, TTL management, eviction policies for Redis implementations. Use when implementing cache-aside, write-through, write-back patterns, ...

Celery configuration templates for all frameworks (Django, Flask, FastAPI, standalone). Use when configuring Celery, setting up task queues, creating ...

Next.js checkout UI components with Stripe Elements and payment forms. Use when creating checkout pages, payment forms, subscription UIs, customer por...

Document chunking implementations and benchmarking tools for RAG pipelines including fixed-size, semantic, recursive, and sentence-based strategies. U...

React, MDX, and Tailwind CSS integration patterns for Astro websites. Use when adding React components, configuring MDX content, setting up Tailwind s...

Redis connection pooling, client configuration, and reconnection strategies. Use when setting up Redis clients, managing connection pools, handling re...

Astro content collections setup, type-safe schemas, query patterns, and frontmatter validation. Use when building Astro sites, setting up content coll...

Conversion rate optimization (CRO) patterns for Next.js applications including CTA design, landing page layouts, trust signals, form optimization, pri...

Cost estimation scripts and tools for calculating GPU hours, training costs, and inference pricing across Modal, Lambda Labs, and RunPod platforms. Us...

Vercel deployment configuration and optimization for Next.js applications including vercel.json setup, environment variables, build optimization, edge...

Docker, K8s, systemd configurations

Curated collection of top-tier website designs organized by category, style, and pattern. Includes SaaS, marketing, e-commerce, and portfolio sites wi...

Mandatory design system guidelines for shadcn/ui with Tailwind v4. Enforces 4 font sizes, 2 weights, 8pt grid spacing, 60/30/10 color rule, OKLCH colo...

Multi-format document parsing tools for PDF, DOCX, HTML, and Markdown with support for LlamaParse, Unstructured.io, PyPDF2, PDFPlumber, and python-doc...

End-to-end testing scenarios for Supabase - complete workflow tests from project creation to AI features, validation scripts, and comprehensive test s...

Email delivery patterns including single, batch, scheduled emails and attachment handling. Use when building transactional email systems, batch commun...

Embedding model configurations and cost calculators

Provides three production-ready ML training examples (sentiment classification, text generation, RedAI trade classifier) with complete training script...

REST API design and implementation patterns for FastAPI endpoints including CRUD operations, pagination, filtering, error handling, and request/respon...

Configure multi-platform deployment for FastAPI applications including Docker containerization, Railway, DigitalOcean App Platform, and AWS deployment...

Production-ready FastAPI project scaffolding templates including directory structure, configuration files, settings management, dependency injection, ...

Examples and patterns for integrating FastMCP Cloud servers with Claude Agent SDK using HTTP transport

FastAPI/Next.js/Express integration patterns

Generative UI implementation patterns for AI SDK RSC including server-side streaming components, dynamic UI generation, and client-server coordination...

Google Cloud Platform configuration templates for BigQuery ML and Vertex AI training with authentication setup, GPU/TPU configs, and cost estimation t...

Google File Search API templates, configuration patterns, and usage examples for managed RAG with Gemini. Use when building File Search integrations, ...

Integration templates for FastAPI endpoints, Next.js UI components, and Supabase schemas for ML model deployment. Use when deploying ML models, creati...

LangChain implementation patterns with templates, scripts, and examples for RAG pipelines

LlamaIndex implementation patterns with templates, scripts, and examples for building RAG applications. Use when implementing LlamaIndex, building RAG...

Memory layer integration patterns for FastAPI with Mem0 including client setup, memory service patterns, user tracking, conversation persistence, and ...

Best practices for memory architecture design including user vs agent vs session memory patterns, vector vs graph memory tradeoffs, retention strategi...

Performance optimization patterns for Mem0 memory operations including query optimization, caching strategies, embedding efficiency, database tuning, ...

Route protection and authorization patterns for Clerk middleware. Use when implementing route guards, protecting API routes, configuring middleware ma...

Model routing configuration templates and strategies for cost optimization, speed optimization, quality optimization, and intelligent fallback chains....

Training monitoring dashboard setup with TensorBoard and Weights & Biases (WandB) including real-time metrics tracking, experiment comparison, hyperpa...

Flower monitoring setup and configuration for Celery including real-time monitoring, authentication, custom dashboards, and Prometheus metrics integra...

Metrics, health checks, alerting

Complete Next.js integration patterns for Clerk authentication with App Router and Pages Router. Use when setting up Clerk in Next.js, configuring aut...

Configure OAuth authentication providers for Clerk (Google, GitHub, Discord, Apple, Microsoft, Facebook, LinkedIn, Twitter, and 11+ more). Use when se...

Comprehensive observability setup patterns for Google ADK agents including logging configuration, Cloud Trace integration, BigQuery Agent Analytics, a...

Configuration validation and testing utilities for OpenRouter API. Use when validating API keys, testing model availability, checking routing configur...

Implement Clerk multi-tenant organization features with RBAC, role-based access control, organization switching, member management, and tenant isolati...

Configure pgvector extension for vector search in Supabase - includes embedding storage, HNSW/IVFFlat indexes, hybrid search setup, and AI-optimized q...

Production deployment patterns for ElevenLabs API including rate limiting, error handling, monitoring, and testing. Use when deploying to production, ...

Validate and debug Vercel AI SDK provider configurations including API keys, environment setup, model compatibility, and rate limiting. Use when encou...

OpenRouter framework integration templates for Vercel AI SDK, LangChain, and OpenAI SDK. Use when integrating OpenRouter with frameworks, setting up A...

Redis pub/sub messaging patterns and implementations. Use when implementing real-time messaging, event-driven architectures, notification systems, or ...

RAG (Retrieval Augmented Generation) implementation patterns including document chunking, embedding generation, vector database integration, semantic ...

Redis-based rate limiting implementations with token bucket, leaky bucket, and sliding window algorithms. Use when implementing API rate limiting, thr...

React Email component patterns for building responsive email templates using JSX, component composition, and preview servers. Use when creating reusab...

Result backend configuration patterns for Celery including Redis, Database, and RPC backends with serialization, expiration policies, and performance ...

Search and retrieval strategies including semantic, hybrid, and reranking for RAG systems. Use when implementing retrieval mechanisms, optimizing sear...

Row Level Security policy templates for Supabase - multi-tenant patterns, user isolation, role-based access, and secure-by-default configurations. Use...

RLS policy testing patterns for Supabase - automated test cases for Row Level Security enforcement, user isolation verification, multi-tenant security...

Task routing and queue management patterns for Celery including priority queues, topic exchanges, worker-specific routing, and advanced queue configur...

Production-ready database schema patterns for AI applications including chat/conversation schemas, RAG document storage with pgvector, multi-tenant or...

Database schema validation tools - SQL syntax checking, constraint validation, naming convention enforcement, and schema integrity verification. Use w...

Validates Claude Agent SDK configuration files, environment setup, dependencies, and project structure

High availability templates and configs

2025 SEO best practices for Next.js including Core Web Vitals (INP replaces FID), E-E-A-T signals, Schema markup, AI content guidelines, and technical...

Session store implementations across frameworks

Configure ADK bidi-streaming for real-time multimodal interactions. Use when building live voice/video agents, implementing real-time streaming, confi...

Stripe integration templates with reusable code for Checkout, Payment Intents, and Subscriptions. Use when implementing Stripe payments, building chec...

ElevenLabs Speech-to-Text transcription workflows with Scribe v1 supporting 99 languages, speaker diarization, and Vercel AI SDK integration. Use when...

Production-ready Supabase database schemas for customers, subscriptions, payments, invoices, and webhook events with comprehensive Row Level Security ...

Clerk and Supabase integration patterns for user sync, JWT authentication, and RLS policies. Use when integrating Clerk authentication with Supabase, ...

Supabase CMS integration patterns, schema design, RLS policies, and content management for Astro websites. Use when building CMS systems, setting up S...

Complete Supabase setup for Mem0 OSS including PostgreSQL schema with pgvector for embeddings, memory_relationships tables for graph memory, RLS polic...

Production-ready Celery task templates with error handling, retries, rate limiting, time limits, and custom task classes. Use when creating Celery tas...

Testing patterns for Vercel AI SDK including mock providers, streaming tests, tool calling tests, snapshot testing, and test coverage strategies. Use ...

Comprehensive testing and validation tools for Clerk authentication integrations. Includes E2E auth flow testing, security audits, configuration valid...

Templates and patterns for common ML training scenarios including text classification, text generation, fine-tuning, and PEFT/LoRA. Provides ready-to-...

Data validation and pipeline testing utilities for ML training projects. Validates datasets, model checkpoints, training pipelines, and dependencies. ...

Vector database configuration and setup for pgvector, Chroma, Pinecone, Weaviate, Qdrant, and FAISS with comparison guide and migration helpers

Voice cloning workflows, voice library management, audio format conversion, and voice settings. Use when cloning voices, managing voice libraries, pro...

Web scraping templates, scripts, and patterns for documentation and content collection using Playwright, BeautifulSoup, and Scrapy. Includes rate limi...

Webhook event handling patterns for email tracking (sent, delivered, bounced, opened, clicked). Use when implementing email event webhooks, signature ...

Webhook validation patterns with signature verification, event logging, and testing tools. Use when implementing webhooks, validating webhook signatur...

Celery canvas patterns for workflow composition including chains, groups, chords, signatures, error handling, and nested workflows. Use when building ...

Standard library Python argparse examples with subparsers, choices, actions, and nested command patterns. Use when building Python CLIs without extern...

Modern type-safe Rust CLI patterns with Clap derive macros, Parser trait, Subcommand enums, validation, and value parsers. Use when building CLI appli...

Lightweight Go CLI patterns using urfave/cli. Use when building CLI tools, creating commands with flags, implementing subcommands, adding before/after...

CLI testing strategies and patterns for Node.js (Jest) and Python (pytest, Click.testing.CliRunner). Use when writing tests for CLI tools, testing com...

Production-ready Cobra CLI patterns including command structure, flags (local and persistent), nested commands, PreRun/PostRun hooks, argument validat...

Commander.js CLI framework patterns including Command class, options, arguments, nested subcommands, and Option class usage. Use when building Node.js...

Commander.js CLI framework patterns including Command class, options, arguments, nested subcommands, and Option class usage. Use when building Node.js...

Auto-generated CLI patterns using Google Fire with class-based structure, docstring parsing, and nested classes. Use when building Python CLI applicat...

Gluegun CLI toolkit patterns for TypeScript-powered command-line apps. Use when building CLI tools, creating command structures, implementing template...

Interactive prompt patterns for CLI tools with text, list, checkbox, password, autocomplete, and conditional questions. Use when building CLIs with us...

Enterprise CLI patterns using oclif framework with TypeScript. Use when building oclif CLIs, creating plugins, implementing commands with flags/args, ...

Modern type-safe Typer CLI patterns with type hints, Enums, and sub-apps. Use when building CLI applications, creating Typer commands, implementing ty...

Advanced yargs patterns for Node.js CLI argument parsing with subcommands, options, middleware, and validation

REST/GraphQL/tRPC API pattern library with validation, error handling, and documentation. Use when creating backend APIs.

Analyze OpenAPI and Postman schemas for MCP tool generation. Use when analyzing API specifications, extracting endpoint information, generating tool s...

Architecture design templates, mermaid diagrams, documentation patterns, and validation tools. Use when designing system architecture, creating archit...

Error rate monitoring, SLO detection, and notification webhooks for automated rollback triggers. Use when setting up automated deployment rollback, mo...

OpenAPI diff tools, schema comparison, and migration guide templates for detecting breaking changes in APIs, databases, and contracts. Use when analyz...

Templates and scripts for generating layered BUILD-GUIDE.json/md from Airtable plugin index - shows available commands organized by infrastructure lay...

Vercel and Cloudflare canary deployment patterns with traffic splitting, gradual rollout automation, and rollback strategies. Use when deploying with ...

Automated CI/CD pipeline setup using GitHub Actions with automatic secret configuration via GitHub CLI. Generates platform-specific workflows (Vercel,...

Framework-agnostic code generation templates for 20+ frameworks. Use when generating code for any detected framework or stack.

UI component library templates (buttons, forms, cards, modals, etc.). Use when generating frontend UI components.

ADR management and decision logging. Use when documenting architectural decisions, tracking technical choices, or creating decision records.

Platform-specific deployment scripts and configurations. Use when deploying applications, configuring cloud platforms, validating deployment environme...

DigitalOcean App Platform deployment using doctl CLI for containerized applications, web services, static sites, and databases. Includes app spec gene...

Generic DigitalOcean droplet deployment using doctl CLI for any application type (APIs, web servers, background workers). Includes validation, deploym...

Documentation synchronization using Mem0 for tracking relationships between specs, architecture, ADRs, and roadmap

Environment verification, tool checking, version validation, and path configuration. Use when checking system requirements, verifying tool installatio...

Execution status management and reporting for implementation plugin. Use when initializing execution tracking, updating task status, generating progre...

Comprehensive frontend testing patterns including component tests (Jest/Vitest + RTL), visual regression (Playwright), accessibility (axe-core), and p...

Git commit patterns, branch helpers, and workflow automation. Use when working with git, creating commits, managing branches, setting up git hooks, or...

Post-deployment validation and health check scripts for validating HTTP endpoints, APIs, MCP servers, SSL/TLS certificates, and performance metrics. U...

Tracks iteration progress and state management. Use when starting, checkpointing, or ending iteration cycles, or when user mentions iteration tracking...

MCP server configuration templates and setup scripts. Use when configuring MCP servers, setting up MCP environment, managing MCP configs, adding MCP s...

Comprehensive MCP server configuration templates, .mcp.json management, API key handling, and server installation helpers. Use when configuring MCP se...

Provides FastMCP templates, patterns, and reference materials. Use when building MCP servers, implementing FastMCP tools/resources/prompts, or working...

Manage .mcp.json MCP server configurations. Use when configuring MCP servers, adding server entries, managing MCP config files, or when user mentions ...

Run and analyze Newman (Postman CLI) tests. Use when running API tests, validating Postman collections, testing HTTP endpoints, or when user mentions ...

Newman/Postman collection testing patterns for API testing with environment variables, test assertions, and reporting. Use when building API tests, ru...

Detect project type and recommend deployment platform. Use when deploying projects, choosing hosting platforms, analyzing project structure, or when u...

Playwright end-to-end testing patterns including page object models, test scenarios, visual regression, and CI/CD integration. Use when building E2E t...

Playwright end-to-end testing patterns including page object models, test scenarios, visual regression, and CI/CD integration. Use when building E2E t...

Import, export, and manage Postman collections. Use when working with Postman collections, importing OpenAPI specs, exporting collections, or when use...

Alpha/beta/RC tagging patterns and GitHub pre-release workflows for managing pre-production releases. Use when creating alpha releases, beta releases,...

Framework and stack identification with detection scripts and patterns. Use when detecting project type, analyzing framework, identifying stack, initi...

Common refactoring patterns and code improvement techniques. Use when refactoring code, improving structure, or when user mentions refactoring, code s...

Approval workflow templates with GitHub Actions and Slack integration for multi-stakeholder release gating. Use when setting up approval workflows, co...

Security vulnerability scanning, secret detection, dependency auditing, and OWASP best practices. Use when performing security audits, scanning for vu...

Security vulnerability scanning, secret detection, dependency auditing, and OWASP best practices. Use when performing security audits, scanning for vu...

Runtime security validation including secret scanning, PII detection, prompt injection defense, audit logging, and output validation for AI agents. Us...

Templates, scripts, and examples for managing feature specifications in specs/ directory. Use when creating feature specs, listing specifications, val...

Compare specs with implementation state, update spec status, and generate sync reports. Use when syncing specs, checking implementation status, markin...

Breaks down specs into complexity-stratified tasks. Use when organizing tasks, assigning work to agents, or when user mentions task layering, task str...

Vercel deployment using Vercel CLI for Next.js, React, Vue, static sites, and serverless functions. Includes project validation, deployment orchestrat...

Semantic versioning helpers and release scripts. Use when managing versions, bumping version numbers, creating releases, generating changelogs, or whe...

Git worktree helpers for parallel development. Use when working with git worktrees, managing parallel branches, or when user mentions worktrees, paral...

FastMCP Cloud deployment validation, testing, and verification patterns. Use when deploying MCP servers, validating deployments, testing server config...