Discover Awesome MCP Servers

MCP Lab Workshop

An interactive MCP server for controlling a live dashboard deployed on Cloudflare Workers, enabling real-time updates to features, stats, and messages via MCP tools.

Debug Companion MCP

Enables AI coding agents to debug Python projects by running pytest, extracting failure locations, displaying code context around failures, and optionally requesting fix suggestions from Gemini.

Active Jobs Db MCP Server

Enables searching and retrieving job listings from the Active Jobs Db API with support for multiple filters like title, location, organization, and AI-based fields.

Microsoft Teams MCP Server

Enables AI agents to interact with Microsoft Teams through Microsoft Graph API, using delegated device-code authentication to act on behalf of the user.

neo4j-mcp-gateway

A single local MCP gateway for Neo4j that exposes both proxied generic Neo4j tools (schema, Cypher, GDS) and custom YAML-defined use-case tools behind one stdio endpoint.

SiLA MCP Server

Enables AI assistants to interact with laboratory devices via a SiLA server, allowing querying device info, listing commands, executing commands, and monitoring status.

paperclip-mcp

Enables AI clients to manage Paperclip issues, comments, and approvals via read, write, and composite action tools.

Cursor Feedback MCP

Enables interactive feedback with image support in Cursor, allowing users to paste images for visual context and feedback.

Outlook MCP Python

A Python-based MCP server for Microsoft Outlook integration using Microsoft Graph API, enabling email reading/sending, calendar management, and contact operations through Claude Desktop.

@rethunk/mcp-multi-root-git

Provides comprehensive git tooling via MCP, including status, diffs, commits, branches, stashes, and multi-root inventory, enabling AI agents to manage repositories.

hevy-mcp

MCP server for the Hevy workout tracker API that allows reading and writing workouts, routines, exercise templates, and body measurements.

SEFAZ AP: Certidão Negativa de Débitos

Consulta certidões negativas de débitos da SEFAZ AP em fonte oficial, com uma ferramenta somente leitura para agentes de IA via MCP.

smartthings-mcp

A lightweight server for Samsung SmartThings, offering tools to manage devices and rooms. Features include room mapping, device listing, status checks, and command execution. #IoT, #Python, #HomeAutomation #Smartthings

tavily-mcp-python

Tavily MCP Server implementation that uses fastmcp and supports both sse and stdio transports. It also supports more up to date functionalities of Tavily.

trackio-mcp

An MCP server that enables AI agents to observe and interact with trackio experiment tracking, providing tools for managing ML experiments through natural language.

webots-mcp

An MCP server that gives AI agents full control and observability of the Webots robot simulator, enabling launch and monitoring of simulations, reinforcement learning training, model evaluation, and interactive scene manipulation.

operandi-mcp

Enables agents to identify appliances and retrieve grounded, robot-executable operation packages, reducing hallucinations from 24% to nearly 0%.

Cerebrito MCP Server

MCP server that exposes the knowledge base of the Cumplimiento Digital project, allowing AI agents to query KB entries, project status, endpoints, and glossary via MCP tools.

Google Search MCP Server

Provides advanced Google Custom Search functionality, web content extraction, and specialized research tools such as search analytics, multi-site search, and fact checking. Works as an MCP server compatible with any MCP client.

MCP Server with Tool, Resource, Prompt, and Sampling

Enables LLMs to read and write local user data, generate fake users via sampling, and interact with structured prompts and resources.

fe

Multi-site analytics for AI agents — GA4, Google Search Console, Cloudflare edge, PageSpeed, and audit insights across all your websites as tools.

repo-guard

MCP server that enforces deterministic policies for coding agents, inspecting file writes and shell commands to allow, deny, or require confirmation based on configurable rules.

Maple Cart MCP

Enables e-commerce shopping assistant capabilities including product search, cart management, payment processing, and order fulfillment via MCP tools.

AdrMcp

An MCP server that turns a folder of Markdown ADRs into live tools for AI agents: search, author, validate, link, and trace architectural decisions, with preview-by-default writes.

Cloudflare Remote MCP Server (Authless)

Enables the deployment of remote Model Context Protocol (MCP) servers on Cloudflare Workers without requiring authentication. It allows users to define custom tools and connect to clients like Claude Desktop or Cloudflare AI Playground using Server-Sent Events.

Element-UI MCP Server

Provides comprehensive Element-UI v2.15.14 component documentation including properties, events, and usage examples to help AI assistants generate accurate Vue 2 code.

Elasticsearch MCP Server

Connects to Elasticsearch databases using the Model Context Protocol, allowing users to query and interact with their Elasticsearch indices through natural language conversations.

@aiwerk/mcp-server-cal

Connects AI assistants to Cal.com for managing bookings, event types, and availability through natural language.

brewpage-mcp

MCP server for BrewPage, a free no-signup hosting service. Lets AI agents publish HTML, Markdown, JSON, files, or a full multi-file static site and get a public URL instantly via a REST API.

Knowledge Tools Mcp

다양한 연구 및 필기 애플리케이션과 상호 작용하기 위한 MCP 서버.