Best Python MCP Servers
Python is a programming language that lets you work quickly and integrate systems more effectively.
Why this server?
Enables execution of SQL queries against StarRocks databases using Python, supporting both read operations (SELECT queries) and write operations (DDL/DML commands).
AsecurityAlicenseBqualityActs as a bridge between AI assistants and StarRocks databases, allowing for direct SQL execution and database exploration without requiring complex setup or configuration.Last updated16165Apache 2.0Why this server?
Enables running the MCP server directly using Python via the python -m norman_mcp command for direct execution.
AsecurityAlicenseBqualityNorman Finance is an accounting and tax filing autopilot designed for entrepreneurs in Germany. The Norman Finance MCP server enables new ways of interacting with Norman Finance's accounting, tax, and invoicing services. Simplifying financial workflows by integrating Norman Finance API capabilitiesLast updated3439MITWhy this server?
Searches for and identifies installed Python environments and development tools across the host system.
AsecurityAlicenseAqualityEncoding-aware, indentation-smart file tools for AI coding agents. 20+ tools including read/edit with automatic encoding detection, smart indentation conversion, SSH, SFTP, process management, and system utilities.Last updated25116MITWhy this server?
Uses the RSpace Python client to expose RSpace API endpoints to LLM agents, enabling programmatic interaction with RSpace resources.

RSpace MCP Serverofficial
AsecurityAlicenseBqualityA proof-of-concept server that enables LLM agents to interact with RSpace API endpoints using the Model Context Protocol, allowing AI assistants to access and manipulate research data in RSpace.Last updated504AGPL 3.0Why this server?
Provides integration with Python through the discovery-engine-api SDK, enabling programmatic access to Disco's pattern discovery capabilities including data analysis, account management, and result retrieval.
AsecurityAlicenseAqualitySuperhuman data-driven science. Allows agents to upload any tabular dataset, specify a target column, and get validated predictive patterns (with p-values, effect sizes, and context from literature) that surface feature interactions and subgroup effects you'd otherwise miss. Many discoveries already made, free for open data!Last updated6146MITWhy this server?
Allows Python applications to directly consume governed content as plain JSON or Markdown.

Contentrain MCPofficial
AsecurityAlicenseAqualityLocal-first MCP server for AI content governance. 13 tools for model/content management, validation, normalization, and i18n across any framework.Last updated152MITWhy this server?
Requires Python 3.10+ as the runtime environment for the MCP server implementation.

Baidu Vector Database MCPofficial
AsecurityAlicenseBqualityA 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?
Provides a Python client interface for interacting with the MCP server and executing Semgrep scans programmatically.

Semgrep MCP Serverofficial
AsecurityAlicenseBqualityAn MCP server that provides a comprehensive interface to Semgrep, enabling users to scan code for security vulnerabilities, create custom rules, and analyze scan results through the Model Context Protocol.Last updated6649MITWhy this server?
Built on Python with specific version requirements (3.8+), leveraging Python's ecosystem for the MCP server implementation.
AsecurityAlicenseBqualityA comprehensive Model Context Protocol server that enables advanced PubMed literature search, citation formatting, and research analysis through natural language interactions.Last updated880128MIT