Best pandas MCP Servers
pandas is a Python package that provides fast, flexible, and expressive data structures designed to make working with structured data both easy and intuitive.
Why this server?
Provides a pandas-like API and zero-copy DataFrame querying, enabling SQL queries on pandas DataFrames.
AlicenseAqualityBmaintenanceAn MCP server for chDB, the in-process SQL OLAP engine powered by ClickHouse. Lets agents query Parquet, CSV, JSON, and pandas DataFrames with one tool — no separate server, no Docker.7Apache 2.0Why this server?
Supports pandas dataframes as an input format for graph visualization, allowing transformation of tabular data into interactive network visualizations.

Graphistry MCPofficial
AlicenseAqualityFmaintenanceGPU-accelerated graph visualization and analytics server for Large Language Models that integrates with Model Control Protocol (MCP), enabling AI assistants to visualize and analyze complex network data.172111MITWhy this server?
Provides comprehensive CSV data manipulation capabilities including filtering, cleaning, statistical analysis, and transformation operations using pandas as the core data processing engine
AlicenseBqualityCmaintenanceComprehensive CSV processing MCP server with 40+ operations for data manipulation, analysis, and validation. Features auto-save, undo/redo, and handles GB+ files43924MITWhy this server?
Facilitates data loading and analysis through pandas DataFrames, supporting local and remote datasets for visualization in Vizro dashboards
Why this server?
The MCP server uses pandas for data manipulation and analysis of weather information.
AlicenseBqualityCmaintenanceA FastMCP server that provides real-time weather data from KNMI weather stations, allowing users to access temperature, humidity, wind speed, and other weather metrics for any location in the Netherlands through natural language queries.44MITWhy this server?
Utilizes pandas as a prerequisite library, likely for data manipulation and analysis within the model execution context
AlicenseAqualityCmaintenanceEnables integration between SAP HANA Cloud Database and Cursor IDE through the Model Context Protocol, providing standardized interfaces for managing ML models and execution contexts.931964MITWhy this server?
Enables interaction with pandas dataframes when querying and analyzing datasets from Foundry
AlicenseBqualityDmaintenanceAn MCP server that allows AI assistants to interact with Foundry datasets, ontology objects, and functions through natural language queries and commands.512MITWhy this server?
Used for data manipulation and analysis of Formula One statistics, handling structured data from race results, lap times, and other performance metrics.
AlicenseAqualityDmaintenanceProvides Formula One data and statistics through a Model Context Protocol interface, allowing users to access race calendars, session results, driver statistics, telemetry data, and championship standings.811MITWhy this server?
Used for processing and analyzing cycling data, including performance statistics, race results, and rider histories from FirstCycling.
AlicenseAqualityDmaintenanceProvides professional cycling data from FirstCycling, allowing users to retrieve comprehensive information about cyclists, race results, historical cycling data, and team information through natural language queries.1819MIT