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Unified interface for Gemini models and agents with server-side state, streaming, and tool orchestration. \n \n Supports multiple current models (gemini-3-flash-preview, gemini-3-pro-preview, gemini-2.5-flash/pro) and the Deep Research agent; automatically substitute deprecated model IDs with current alternatives \n Offload conversation history to the server via previous_interaction_id for stateful multi-turn interactions without manual history management \n Built-in tool orchestration including

Clear module boundaries, explicit public interfaces, and maintainable directory layouts for Python projects. \n \n Define public APIs with __all__ in every module; unlisted members remain internal implementation details \n Prefer flat directory structures with minimal nesting; add sub-packages only for genuine sub-domains \n Organize by architectural layers (API, services, repositories, models) or business domains depending on project complexity \n Keep files focused on a single concept; conside

Comprehensive guide to asyncio, concurrent patterns, and async/await for building high-performance, non-blocking Python applications. \n \n Covers core concepts (event loops, coroutines, tasks, futures) and 10+ fundamental and advanced patterns including concurrent execution, error handling, timeouts, context managers, and producer-consumer workflows \n Includes real-world examples for web scraping with aiohttp, async database operations, and WebSocket servers \n Provides performance best practi

Guidelines by Alberto Basalo for developing clean NestJS APIs using TypeScript. These rules emphasize strong typing, clean code principles, and architectural best practices.

Advanced TypeScript type systems, generics, branded types, and end-to-end type safety with tRPC integration. \n \n Covers branded types, discriminated unions, conditional types, mapped types, and custom utility types for domain-driven type modeling \n Includes type guards, assertion functions, and exhaustive pattern matching to enforce compile-time safety across state machines and APIs \n Provides tsconfig best practices with strict mode, incremental compilation, project references, and declarat

Production-tested patterns for FastAPI with Pydantic v2, SQLAlchemy 2.0 async, and JWT authentication.

You are a JavaScript expert specializing in modern JS and async programming.

Generate production-ready MCP servers in Ruby using the official SDK with complete project scaffolding. \n \n Generates a full project structure with tools, prompts, resources, tests, and configuration files following Ruby conventions \n Includes input/output schemas, tool annotations, and structured content support for type-safe MCP implementations \n Provides example tools (greet, calculate), prompts (code review), and resources with comprehensive test coverage using Minitest \n Supports stdio

Monitor brand reputation across Google Maps, Booking.com, TripAdvisor, Facebook, Instagram, YouTube, and TikTok. \n \n Supports 16+ dedicated Apify Actors covering reviews, ratings, comments, and mentions across all major platforms \n Flexible output formats: display results in chat, export to CSV, or save as JSON for downstream analysis \n Requires Apify token and Node.js 20.6+; uses mcpc CLI to dynamically fetch Actor schemas and input parameters \n Workflow guides users through platform selec

Centralized, typed configuration management using environment variables and pydantic-settings. \n \n Load and validate all configuration into typed objects at application startup, with required settings crashing immediately if missing \n Supports nested configuration groups, type coercion, custom validators, and environment-specific behavior switching \n Provides sensible defaults for local development while enforcing explicit values for secrets and production settings \n Integrates with .env fi