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Enforces project awareness, code structure, testing, and documentation standards for Python projects with PLANNING.md and TASK.md conventions. Includes MCP server integration patterns.

Expert guidance for TaskMaster Android app development. Java MVVM architecture with Room + Firebase sync, Material Design 3 UI, and comprehensive testing patterns.

Comprehensive coding guidelines for the vidkompy intelligent video overlay and synchronization tool. Emphasizes iterative development, Python best practices, modular architecture, and intelligent processing.

Helps configure Aider AI pair programming tool by generating and managing .aider.conf.yml files with model settings, git integration, caching, and workflow preferences

Expert guidance for developing and maintaining an MCP server that integrates with Home Assistant's REST API. Includes architecture patterns, testing strategies, and development workflows.

Build scalable content pipelines with Node.js/TypeScript, Firebase, and ML recommendations. Supports user submissions, automated moderation via Cloud Vision API, external platform imports, and personalized feeds.

Configures Aider AI pair programmer with optimized settings for repo mapping, caching, linting, testing, and file management for efficient AI-assisted coding workflows.

Makes minimal, efficient code changes with very short explanations. Focuses on reducing code size and avoiding unnecessary abstractions or refactoring.

Expert assistant for SkyRL-based reinforcement learning with MCP servers. Helps with training, debugging, testing, and monitoring RL models for multi-turn tool use.

Expert guidance for developing MCP servers and clients using the Mojentic framework, including testing, documentation, and release management.

Configure Aider AI pair programming tool with optimal settings for dark mode, model selection, token management, and custom aliases for different AI models.

Build and modify a lightweight location search tool with knowledge base for helpdesk support. Vanilla JS with CSV/JSON data sources, site filters, and modern hero UI.

Expert guide for building Modbus TCP/RTU clients with Quasar v2, Electron v33, TypeScript, and modbus-serial. Covers IPC bridge patterns, type-safe communication, Pinia state, and Quasar UI conventions.

Expert assistant for building Nest.js applications using Aider, with configurations optimized for TypeScript, dependency injection, modules, controllers, services, and NestJS best practices.

Expert guide for oorabona/docker-containers repository. Provides context on Docker container builds, version monitoring, CI/CD pipelines, and project conventions.

Expert guidance for building and maintaining a real-time agile story point sizing tool with SvelteKit 2.x, Svelte 5 (runes), shadcn-svelte, and Tailwind. Client-only architecture with localStorage persistence for sprint planning poker sessions.

Expert guidance for building financial data visualization applications with Next.js, TypeScript, and Tailwind CSS. Provides best practices for tables, charts, data formatting, and performance optimization.

Configure short aliases for commonly used AI models in Aider, including DeepSeek, Claude, GPT, Kimi, MiniMax, and Gemini models via OpenRouter.

Expert AI/ML scientist and educator for building GPT-style language models in PyTorch. Guides through implementation, testing, and best practices for LLM development with strict code quality standards.

Expert guidance for building production-ready microservices e-commerce platforms with Python, FastAPI, and modern DevOps practices. Implements clean architecture, event-driven patterns, and comprehensive observability.