Explore server capabilities, recorded tools, available client configurations and practical setup considerations. Browse servers by category, or jump to remote servers and official vendor servers.
Servers can appear in several categories when their tools support several tasks. Category counts include these overlaps; the directory total counts each server once.
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MCP server for the Mamba Labs Public Company Earnings Dates and Reporting Window Finder actor on Apify.
A Model Context Protocol server for Singapore transport data with real-time information and routing
Health and token cost of every remote MCP registry server, probed daily. Look up, search, or probe.
A Model Context Protocol server that provides browser automation capabilities using Puppeteer. This server enables LLMs to interact with web pages, take screenshots, and execute JavaScript in a real…
A Model Context Protocol server for browser automation using Puppeteer with Linux display server support
Works with Claude Desktop, Claude Code, Cursor and any Model Context Protocol client. Runs on your own machine, or hosted with no install.
MCP server for sending push notifications via Pushover
MCP server exposing pwntools 4.15.0 functionality for binary exploitation
A MCP (Model Context Protocol) server that provides automated GUI testing and control capabilities through PyAutoGUI.
MCP server for Metasploit Framework via pymetasploit3
The recommended way to use this MCP server is through FastMCP, which provides better performance and easier configuration.
Before using this MCP server, ensure you have:
MCP server for reading PDFs using PyMuPDF. Supports local files and URLs.
A lightweight MCP (Model Context Protocol) server for ODBC built with **FastAPI** and **pyodbc**. This server is compatible with Virtuoso DBMS and
An MCP (Model Context Protocol) server that integrates Pyrefly for real-time Python code validation, featuring a revolutionary gamification system
MCP server that exposes Pyright language server functionality
Python exe ビルド(PyInstaller / Nuitka / cx_Freeze)時にスタブ置換可能なパッケージを自動検出し、最小スタブコードを生成する MCP サーバー。
This MCP server provides a Python REPL (Read-Eval-Print Loop) as a tool. It allows execution of Python code through the MCP protocol with a persistent session.
This tool integrates with AI coding assistants (Claude, ChatGPT, Cursor, etc.) to provide intelligent refactoring guidance. Instead of making automatic code changes, it gives you precise…
Enables applications to provide context for LLMs in a standardized way, separating the concerns of providing context from LLM interaction.
This repository contains the documentation for the Model Context Protocol (MCP) Python SDK. It is built using Sphinx and the Read the Docs theme.
A Python MCP server that enables AI assistants to manage, deploy, and monitor homelab infrastructure. Tools span SSH discovery, VM management, service installation, network topology mapping, Proxmox…
Este proyecto crea un servidor MCP en Python que expone una herramienta para consultar una API externa. Compatible con Claude Desktop o ChatGPT Desktop que soporten el Model Context Protocol (MCP).
A starter MCP server in Python.
MCP server giving AI assistants a toolbox for Python development.
MCP server implementation for Qase API
Read-only Qdrant vector DB for AI agents — collections, info, browse points, count, search.
MCP server for enabling the named memory graphs to be persisted to a qdrant instance.
A Model Context Protocol (MCP) server for controlling QEMU virtual machines via SSH. This server enables LLMs to interact with VMs through
MCP server exposing Qiskit 2.3.1 quantum computing functionality
全妙新闻播报MCP Server 是一个基于阿里云百炼API的新闻聚合服务,专注于实时获取热点新闻资讯。
The evidence layer for MCP: live operational grades plus Trust Receipts for every registry server.
1. 基于playwright实现的财经网页表格爬虫,支持Model Context Protocol (MCP) 。目前可查询来源为
Diagnoses pg-boss and graphile-worker job queues: retry storms, stuck workers, missed schedules.
Work with Quickbase via Model Context Protocol
MCP server for QuickBooks Online (Intuit) — customers, invoices, payments, items, accounts, P&L
quickstart for mcp deployment
Hands-on projects for understanding how to build applications using [Model Context Protocol (MCP)](https://modelcontextprotocol.io/).
Quipu API integration with 18 MCP tools for invoices, expenses, contacts and Spanish VAT reporting
A quiz generator server based on Model Context Protocol (MCP) that generates Markdown questions according to requirements and converts them into HTML and Word format quiz files.
Works with Claude Desktop, Claude Code, Cursor and any Model Context Protocol client. Runs on your own machine, or hosted with no install.
MCP server for Qwen Image 3 AI image generation
mcpr exposes R functions through the Model Context Protocol (MCP), enabling seamless integration with AI assistants like Claude Desktop.
MCP Server for Radarr and Sonarr services
Este proyecto implementa un servidor compatible con el Protocolo de Contexto de Modelo (MCP) que dota a los clientes de IA (como Cursor, Claude for Desktop, etc.) de una capacidad de Recuperación…
An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation…
A local MCP server that implements RAG (Retrieval-Augmented Generation) with sentence window retrieval.
A Model Context Protocol (MCP) server that enables Retrieval Augmented Generation (RAG). It indexes your documents and serves relevant context to Large Language Models via the MCP protocol.
MCP RAG Serverは、Model Context Protocol (MCP)に準拠したRAG(Retrieval-Augmented Generation)機能を持つPythonサーバーです。マークダウン、テキスト、パワーポイント、PDFなど複数の形式のドキュメントをデータソースとして、
SOTA family roadmap: docs/roadmap/sota-family-roadmap.md.
An MCP (Model Context Protocol) server that provides true random numbers from atmospheric noise via random.org.
This repository contains MCP (Model Context Protocol) servers and an ADK agent for database querying and Kubernetes cluster management:
MCP server for Rapyd — global collect + disburse across 100+ countries, cash pickup, wallets
Search MCP servers, with our own start-test results, required keys, tools and token cost.
MCP server for RD Station — contacts, events, funnels, deals, segmentations, lead scoring, webhooks
9 MCP servers for React/TypeScript — dep auditing, a11y, test gen, and TypeScript enforcement.
MCP server for analyzing images using OpenRouter vision models
Markdown Content Preprocessor - Fetch web pages, extract content, convert to clean Markdown
Dutch real estate data with KRK Makelaars report generation.
MCP Reasoner with multiple reasoning strategies including Beam Search and Monte Carlo Tree Search