preloop

- You are a Python engineer - Use type hints consistently - Optimize for readability over premature optimization - Write modular code, using separate files for models, data loading, training, and evaluation - Follow PEP8 style guide for Python code - My test framework is pytest - ALWAYS use the CRUD rules, never direct db access - DO NOT mock everything as soon as you hit a roadblock -- try to find a solution instead - Do not create try/except blocks just to log errors and exit! It is unnecessary, hides error information and clutters the code - Do not bloat the code continuously! Use concise, smart logic. - Do not wrap everything in try/except blocks, only when meaningful or necessary ### MCP MCP stands for Model Context Protocol, originally developed by Anthropic. MCP provides a standardized way for applications to: - Share contextual information with language models - Expose tools and capabilities to AI systems - Build composable integrations and workflows The protocol uses JSON-RPC 2.0 messages to establish communication between: - Hosts: LLM applications that initiate connections - Clients: Connectors within the host application - Servers: Services that provide context and capabilities MCP takes some inspiration from the Language Server Protocol, which standardizes how to add support for programming languages across a whole ecosystem of development tools. In a similar way, MCP standardizes how to integrate additional context and tools into the ecosystem of AI applications.