
Pandas MCP Server
marlonluo2018/pandas-mcp-server
Powerful tool for AI-powered data analysis - Through MCP protocol, enables LLMs to safely and efficiently execute pandas code and generate visualizations.
Model Context Protocol
MCP servers give AI assistants tools and data: files, databases, browsers, APIs and more.
4,509 servers

marlonluo2018/pandas-mcp-server
Powerful tool for AI-powered data analysis - Through MCP protocol, enables LLMs to safely and efficiently execute pandas code and generate visualizations.

zhangzhongnan928/mcp-warpcast-server
A Model Context Protocol (MCP) server for Warpcast integration that allows you to use Claude to interact with your Warpcast account. The implementation now follows the FastMCP style server from the MCP Python SDK.

meanands/mysql-mcp
A natural language interface to your local MySQL databases through Claude Desktop. This MCP (Machine Communication Protocol) server allows Claude to execute SQL queries on your local MySQL databases, enabling you to interact with your databases using natural language.

aymec/image_gen_mcp
This project provides a Model Context Protocol (MCP) server with integrated Stable Diffusion image generation capabilities, enabling AI agents to request and receive generated images. This project is based on the example provided by Block's Goose Custom Extension tutorial.

ihatesea69/aws-mcp
MCP enables building complex agents and automated workflows based on LLMs. LLMs often need to integrate with data and tools, and MCP provides.

povedaaqui/suzieq-mcp
This project provides a Model Context Protocol (MCP) server that allows language models and other MCP clients to interact with a SuzieQ network observability instance via its REST API.

dabing1022/trash-cleaner-mcp-server
A desktop MCP service providing tools to scan, analyze, and clean junk files, primarily optimized for macOS.

oraichain/orai-mcp
A comprehensive toolkit for building and deploying AI agents with blockchain capabilities. This monorepo includes.

tomekkorbak/voice-status-report-mcp-server
A Model Context Protocol (MCP) server that provides voice status updates using OpenAI's text-to-speech API. This allows language models to communicate with users through short voice messages: reporting on the progress of a task, or confirming that a command has been executed.

kpsunil97/devrev-mcp-server
A Model Context Protocol server for DevRev. It is used to search and retrieve information using the DevRev APIs.

SunnyCloudYang/hugo-mcp
A powerful MCP (Model Control Protocol) server for managing Hugo static site generator. This server provides a comprehensive set of tools for creating, managing, and deploying Hugo sites.

loyaniu/moodle-mcp
A Model Context Protocol (MCP) server implementation that provides capabilities to interact with Moodle LMS.

openworkspace-o1/aws-ow-s3-mcp
MCP Server for AWS S3 operations, providing secure access to S3 buckets through pre-signed URLs.

kgatilin/outlookmcp
This is an MCP (Model Context Protocol) server that provides read-only access to your Outlook/Microsoft 365 calendar.

masonchow/source-map-parser-mcp
This project implements a WebAssembly-based Source Map parser that can map JavaScript error stack traces back to source code and extract relevant context information. Developers can easily map JavaScript error stack traces back to source code for quick problem identification and resolution.

cherry-SC/mcp-server-sql
A Spring Boot-based SQL service application that provides SQL query and update features and supports exporting results to CSV files; it is part of the Spring AI MCP framework.

muzain187/tg_mcp
A lightweight Python interface that exposes TigerGraph operations (queries, schema, vertices, edges, UDFs) as structured tools and URI-based resources for MCP agents.

mingzilla/pi-api-mcp-server
A Model Context Protocol (MCP) server that provides standardized tools and resources for interacting with the PI Dashboard API. This implementation enables Claude and other MCP-compatible AI assistants to securely access and manage PI Dashboard resources, including categories and charts.

peakmojo/mcp-server-zoom-noauth
This project is a Model Control Protocol (MCP) server for accessing Zoom API functionality without requiring direct authentication from the end user. It handles the OAuth flows and provides a set of tools for interacting with Zoom recordings and transcripts.

FaureAlexis/sentry-mcp-server
A TypeScript-based Sentry error analysis tool that provides AI agents with the ability to access and analyze Sentry error data, supporting both tool and prompt interfaces.

ZephyrDeng/mcp-server-gitlab
A GitLab integration server built on the fastmcp framework, providing various GitLab RESTful API tools. Supports integration with Claude, Smithery, and other platforms.

musantro/iracing-mcp
iRacing MCP is a Python-based project that integrates iRacing with the Model Context Protocol (MCP). It provides tools and resources to interact with iRacing data and build custom applications.

nbiish/mcp-calc-tools
MCP Calc Tools is a server providing advanced mathematical and financial calculation tools, integrating a standardized calculation interface for AI coding assistants.

ningwenjie/mcp_server
MCP Server is a multi-functional backend service platform supporting file management, database operations, API integration and vector search, with Docker deployment options and a Tongyi Qianwen integration example.