Best Python MCP Servers
Python is a programming language that lets you work quickly and integrate systems more effectively.
Why this server?
Offers Python-based integration for accessing the PPT generation service programmatically, allowing developers to implement the MCP protocol in Python applications.
AlicenseAqualityDmaintenanceAn MCP-compatible server that uses iFlytek's large language model to generate PowerPoint presentations, offering template selection, outline creation, and PPT generation with features like automatic image insertion.Last updated261MITWhy this server?
Analyzes Python codebases to extract packages, modules, classes, functions, and web framework routes for structural understanding and navigation.
AlicenseAqualityAmaintenanceStructural graph map of any codebase. Scans entities, relationships, and feature flows across 13 languages so LLMs navigate by structure instead of reading everything.Last updated4610MITWhy this server?
Built with Python (3.12+) as the underlying language, providing the runtime environment for the MCP server implementation.

Doris MCP Serverofficial
AlicenseAqualityCmaintenanceBackend service implementing the Model Control Panel protocol that connects to Apache Doris databases, allowing users to execute SQL queries, manage metadata, and potentially leverage LLMs for tasks like natural language to SQL conversion.Last updated8312Apache 2.0Why this server?
Requires Python 3.10+ as the runtime environment for the MCP server implementation.

Baidu Vector Database MCPofficial
AlicenseBqualityDmaintenanceA server that provides access to Baidu Cloud Vector Database functionality through the Model Context Protocol, enabling LLM applications to perform vector searches and database operations via natural language.Last updated143Apache 2.0Why this server?
Supports building Python LLM applications with vector database memory capabilities powered by Chroma, enabling embedding-based retrieval for context augmentation.

Chroma MCP Serverofficial
AlicenseAqualityDmaintenanceA server that provides data retrieval capabilities powered by Chroma embedding database, enabling AI models to create collections over generated data and user inputs, and retrieve that data using vector search, full text search, and metadata filtering.Last updated13572Apache 2.0Why this server?
Enables running the MCP server locally using Python 3 with virtual environment support
AlicenseAqualityDmaintenanceA universal MCP server that exposes all UTCP-registered tools to MCP clients while providing a web interface for tool management.Last updated79202MITWhy this server?
Allows cleaning of Python pip cache.

cacheout-mcpofficial
AlicenseAqualityDmaintenanceMCP server for macOS disk cache management. Enables AI agents to free disk space on demand by scanning and clearing developer caches.Last updated131Sustainable Use v1.0Why this server?
Supports Python as an input language alongside TypeScript and JSON, feeding into the same intermediate representation for Apple platform code generation.
AlicenseAqualityAmaintenanceOpen-source TypeScript/Python → Swift compiler for Apple platforms. AI agents write 5–15× less code to generate App Intents, SwiftUI views, WidgetKit widgets, and full apps. MCP server with 6 tools for scaffolding, compiling, validating, and browsing templates.Last updated13681013Apache 2.0Why this server?
Provides Python-based functionality for rule creation, data querying, and alert management through PyPI package distribution.
PythonApache 2.0