Model Context Protocol

MCP servers

MCP servers give AI assistants tools and data: files, databases, browsers, APIs and more.

6,541 servers

Watsonx RAG MCP Server logo

Watsonx RAG MCP Server

ruslanmv/watsonx-rag-mcp-server

1

In this tutorial, you will learn how to build a full-featured Retrieval-Augmented Generation (RAG) server using IBM Watsonx.ai, ChromaDB for vector indexing, and expose it via the Model Context Protocol (MCP) Python SDK.

Knowledge ManagementAI Chatbot
Mallory MCP Server logo

Mallory MCP Server

malloryai/mallory-mcp-server

1

The local mallorymcp stdio server has been replaced by Mallory's hosted Remote MCP service. The remote service is fully managed, always up to date, and requires no local install.

Developer ToolsSecurity
MedixHub logo

MedixHub

profliuhao/MedixHub

1

MedixHub MCP server is a JavaScript-based Model Context Protocol service that integrates healthcare API access, providing standardized function execution, parameter validation and LLM integration, and supporting queries across medical data sources such as OpenTarget, FDA drug labels and the Monarch database.

Health & WellnessResearch & Data
MCP Clickup logo

MCP Clickup

mikah13/mcp-clickup

1

An MCP server for the ClickUp API that lets Claude interact with ClickUp workspaces.

Knowledge ManagementAI Chatbot
search_intent logo

search_intent

captainChaozi/search-intent-mcp

1

This is an MCP-based search intent analysis service that analyzes the intent behind user search keywords via API, providing classification, reasoning process and related suggestions, mainly for SEO analysis.

MarketingSearch Tools
AWS EC2 Pricing logo

AWS EC2 Pricing

trilogy-group/aws-pricing-mcp

1

A Model Context Protocol (MCP) server that provides AWS EC2 instance pricing data. This project includes both a traditional server implementation and a serverless Lambda function.

Developer ToolsCloud Platform
MCP Configurable Puppeteer logo

MCP Configurable Puppeteer

afshawnlotfi/mcp-configurable-puppeteer

1

A Model Context Protocol server that provides browser automation capabilities using Puppeteer with configurable options. This server enables LLMs to interact with web pages, take screenshots, and execute JavaScript in a real browser environment, with the ability to customize Puppeteer launch options through environment variables.

Browser AutomationDeveloper Tools
mcpd logo

mcpd

Pixeladed/mcpd

1

The Model Context Protocol Daemon is a tool that allows you to manage Model Context Protocol (MCP) servers, quickly install new ones, manage multiple instances and more.

VirtualizationDeveloper Tools
MCP Server Updater logo

MCP Server Updater

JayceeB1/mcp-server-updater

1

A PowerShell tool for analyzing and updating Claude Desktop's Model Context Protocol (MCP) servers, supporting multiple project types and automated update workflows.

Version ControlDeveloper Tools
K6 MCP Server logo

K6 MCP Server

MaximilianPMX/k6-mcp-server

1

Recreation of the k6-mcp-server, focusing on its core event-driven and plugin architecture based on the Model Context Protocol (MCP). This project aims to provide a server that can accept and process data from k6 load testing tool, potentially acting as a central coordination point or data aggregation service.

MonitoringDeveloper Tools
Wandering RAG logo

Wandering RAG

wandermyz/wandering-rag

1

A CLI tool for personal RAG that retrieves data from Notion, Obsidian, Apple Notes, etc., stored in Qdrant and exposed as an MCP server.

Note-TakingKnowledge Management
Task Tracker logo

Task Tracker

reminia/task-tracker

1

A Model Context Protocol server that integrates Linear task management and TrackingTime time tracking.

Calendar & SchedulingDeveloper Tools
FinQ4Cn-mcp-server logo

FinQ4Cn-mcp-server

jinhongzou/FinQ4Cn-mcp-server

1

A dedicated MCP server tool designed for quantitative analysis, FinQ4Cn-mcp-server aims to provide large models with convenient, free, and open-source access to financial data. Built on the akshare library, the project focuses on China's A-share market, offering users comprehensive data support for stocks and related financial products.

Research & DataFinance
Deno MCP Server logo

Deno MCP Server

mazrean/deno-mcp-server

1

template repository for MCP server creation by Deno.

Developer ToolsAI Chatbot
GeoFS Flight Simulator logo

GeoFS Flight Simulator

lobstercare/geofs-mcp

1

A Model Context Protocol (MCP) server for the GeoFS flight simulator, allowing AI models to control and interact with aircraft in the GeoFS browser-based flight simulator.

Gaming & GamificationEducation & Learning
MCP Wait logo

MCP Wait

automation-ai-labs/mcp-wait

1

A simple MCP server that provides waiting functionality to pause until other tasks finish.

Developer ToolsOS Automation
Supabase MCP Server logo

Supabase MCP Server

Niell007/supabase-mcp-server

1

A feature-rich MCP server that enables any MCP clients (Cursor, Windsurf, Claude Desktop, Cline and others) to safely interact with Supabase databases. It provides tools for database management, SQL query execution, and Supabase Management API access with built-in safety controls.

DatabaseDeveloper Tools
Groceries MCP logo

Groceries MCP

o-b-one/groceries-mcp

1

MCP Server for different Groceries vendor API, enabling searching groceries and cart update.

E-commerce & RetailDeveloper Tools
MCP Qdrant Server with Qdrant Db logo

MCP Qdrant Server with Qdrant Db

ChangJunPark/mcp-qdrant-server-with-qdrant-db

1

A system integrating the Qdrant vector database and an MCP server for storing and retrieving code snippets, supporting natural language search and semantic retrieval.

Knowledge ManagementDeveloper Tools
MCP Devcontainers logo

MCP Devcontainers

crunchloop/mcp-devcontainers

1

The MCP Devcontainers is a Model Context Protocol (MCP) server that provides a simple integration with the devcontainers cli.

VirtualizationDeveloper Tools
n8n MCP Server Rust logo

n8n MCP Server Rust

joshua-mo-143/n8n-mcp-server-rust

1

An MCP server written in Rust for interacting with n8n, supporting comprehensive management of executions, workflows and tags.

Home Automation & IoTDeveloper Tools
Fashion Recommendation System logo

Fashion Recommendation System

attarmau/styleclip

1

This is a CLIP-Based Fashion Recommender with AWS.

E-commerce & RetailImage & Video
SuperMapMCP logo

SuperMapMCP

liyq0307/SuperMapMCP

1

The SuperMapMCP project is a client-server system that implements importing shapefile data into databases, based on SuperMap Object Java components and OpenAI technology, requiring configuration of environment variables and database information before running.

DatabaseDeveloper Tools
Bigquery MCP Server logo

Bigquery MCP Server

takuya0206/bigquery-mcp-server

1

A Model Context Protocol (MCP) server for accessing Google BigQuery. This server enables Large Language Models (LLMs) to understand BigQuery dataset structures and execute SQL queries.

DatabaseDeveloper Tools