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Persistent memory and cross-session learning for AI coding assistants via cloud-based context management through MCP. Uses consolidated domain tools for efficient semantic search, project analysis, and decision capture.

Write idiomatic Go code following community standards, Effective Go principles, and Google's style guide. Covers naming, error handling, concurrency, testing, and project structure.

Convert FHIR healthcare data (bundles, NDJSON, server queries) into pandas DataFrames for analytics, ML, and AI applications

Expert assistant for developing IoT firmware with ESPHome. Helps with YAML configuration, C++ component development, Python code generation, and microcontroller programming for ESP32/ESP8266/RP2040 devices.

Expert assistant for Rush monorepo development and management tasks

Expert assistant for developing the Pufferfish video fact-checking browser extension with compliance-first architecture, YouTube integration, and microservices backend.

Development guide for React + TypeScript + Vite project using Feature-Sliced Design architecture

Expert guidance for building autonomous AI agents with the IntentKit framework. Assists with architecture, skills development, and best practices.

Expert guide for developing on Alexandria - an AI-driven CS platform with microkernel architecture, plugin system, and advanced prompt engineering templates.

Development guidance for EQDataScraper - a Vue 3 + Flask app for browsing EverQuest spell data with web scraping, caching, and dual-database architecture

CLI tool for detecting visual layout issues on websites by analyzing the DOM structure using Playwright browser automation

Development workflow for React Native/Expo mobile app and Next.js GraphQL API in Yarn monorepo

Expert guide for the Narrative Learning ML project - human-readable explanations as ML models using LLMs to interpret natural language rules

Property-based testing for UI components. Generates random user interaction sequences and verifies component invariants using fast-check and Testing Library.

Modular development approach for cosmic fantasy website. Emphasizes clean architecture, functional programming, product manager collaboration, and maintainable code for mystical portfolio site.

Development guide for Next.js 15 marketing website with Tailwind v4, shadcn/ui, and Netlify deployment

Expert guidance for building full-stack apps with RedwoodSDK, Cloudflare Workers, D1, Drizzle ORM, and React Server Components. Includes database migrations, authentication, and session management patterns.

Comprehensive development guide for a Next.js 15 service business website with TypeScript, Tailwind CSS, and App Router. Includes architecture patterns, component structure, brand guidelines, and SEO optimization for a plumbing/handyman business.

Build and maintain a WhatsApp chatbot that fact-checks messages using AI-powered claim extraction, web retrieval, and LLM adjudication with transparent citations.

Expert guidance for Phoenix web applications with LiveView, Ecto, and Elixir best practices