Optimized Memory MCP Server V2

""" MCP server tools implementation. This package contains tool implementations that provide action-performing capabilities through the MCP protocol. Tools differ from resources in that they can modify state and perform actions, while resources are read-only. Key Tool Categories: - Entity Management: Create, update and delete infrastructure entities - Observation Management: Record and manage entity observations - Relationship Management: Define and maintain entity relationships - Provider Management: Register and configure infrastructure providers - Ansible Management: Handle Ansible collections and modules - Analysis: Perform infrastructure analysis and comparisons Each tool follows MCP protocol patterns: - Tools are registered with @mcp.tool() decorator - Tools accept typed parameters and return structured data - Tools handle errors using standard MCP error types - Tools integrate with the database through SQLAlchemy sessions """