Discover Awesome MCP Servers

MCP Orchestration System

A master control platform that orchestrates intelligent agents with a plug-and-play architecture, allowing users to manage and coordinate multiple AI agents through a unified system.

Ollama MCP Server

Enables complete local Ollama management including listing models, chatting with local LLMs, starting/stopping the server, and getting intelligent model recommendations for specific tasks through natural language commands.

小红书MCP服务

一个用于小红书API的MCP服务器，支持搜索笔记、获取内容、查看评论和发表评论等功能。

VMware MCP Server

Enables management of VMware vCenter and ESXi environments, including VM operations, resource management, and automation with Ollama AI and n8n workflows.

browser-devtools-mcp

An MCP server that provides AI coding assistants with comprehensive browser automation and debugging capabilities using Playwright, including visual inspection, DOM debugging, and execution monitoring.

loupe

Unifies five public US-government drug datasets into a single sourced page per GLP-1/cardiometabolic drug, providing cost, shortage, label, and alternatives. The MCP server exposes the same Drug contract as the UI for agent-native access.

Scopus MCP Server

Enables searching Elsevier's Scopus database for scientific literature, retrieving abstracts and metadata, and exporting results in RIS or BibTeX format.

web-fetch-mcp

MCP server for web page fetching (converting to Markdown/text with automatic fallback between Tavily and Firecrawl) and web search via Tavily.

PureRef MCP

Enables AI assistants to create PureRef reference boards from local images and ad-review data, supporting moodboards and A4-style creative review reports.

faceton-mcp-server

FaceTron is a high-performance face embedding server with ONNX Runtime, dynamic multi-model loading, and MCP-compatible OpenAPI metadata for offline face recognition and detection.

mcp-geohash

Encode latitude/longitude to geohash strings and decode geohashes to coordinates with offline, keyless operation.

NetSuite MCP Server by CData

NetSuite MCP Server by CData

NocoDB MCP Server

Enables AI agents to interact with NocoDB databases for managing tables, records, views, and file attachments. Supports advanced queries, bulk operations, and full CRUD functionality for storing operational data.

Image-Edit-RMCP

Image Edit RMCP is a powerful Model Context Protocol service that provides OpenAI-like image editing capabilities for text-based models. This Rust-based service enables traditional language models to "see" and process images through comprehensive visual understanding tools. The service offers multi

godot-mcp-rts

Extended MCP server for Godot engine with RTS agentic testing, scene/script introspection and mutation, and live game screenshot capture.

Docfork

A Model Context Protocol (MCP) server that provides daily-refreshed documentation for 9000+ libraries directly in AI code editors, helping developers avoid outdated references and hallucinations.

Synapse — GEO Growth Layer

The GEO check every vibe coder runs before they launch. MCP server that lints, auto-fixes, and tracks how AI agents discover any product. 6 tools — geo_check, geo_fix, geo_track_init, geo_prompts, geo_status, geo_corpus_query.

Vercel MCP Server

Enables interaction with Vercel's REST API through natural language. Facilitates managing deployments, projects, domains, environment variables, teams, and more.

repo-context

Read-only repository context explorer for coding agents. Provides repository exploration tools via CLI or MCP adapter.

facturx-mcp

An MCP server for electronic invoicing that enables generating, validating, and parsing Factur-X and ZUGFeRD compliant XML invoices. It supports the French 2026 B2B reform and provides integration with Chorus Pro for automated invoice submission and status tracking.

MyWhoosh MCP Server

Enables seamless interaction with MyWhoosh API for managing workouts, training sessions, and settings via natural language.

Research Powerpack MCP

Enables AI assistants to perform comprehensive research by searching Google, mining Reddit discussions, scraping web content with JS rendering, and synthesizing findings with citations into structured context.

Databricks MCP Server

Enables AI assistants to interact with Databricks workspaces by hosting secure MCP prompts and tools on Databricks Apps. It allows users to execute Python-based tools using the Databricks SDK and manage prompts through simple markdown files.

BIM Portal MCP Server

A comprehensive MCP server implemented in TypeScript that provides access to the German BIM Portal REST API, enabling querying of organizations, building properties, LOINs, domain models, and AIA resources through natural language.

Tusk Drift MCP

Enables AI assistants to search, analyze, and debug application API traffic captured by Tusk Drift, including HTTP requests, database queries, distributed traces, latency metrics, and error rates.

Google MCP Server

Enables appending structured content to Google Docs and creating Gmail drafts through an MCP-style interface with human approval.

B&R Automation Studio MCP Server

Enables AI assistants to interact with B\&R Automation Studio projects by building code, running ARsim simulators, and reading or writing OPC UA variables. It facilitates industrial automation development and real-time variable integration through natural language commands.

3dsmax-mcp

Connect AI agents to Autodesk 3ds Max through the Model Context Protocol, enabling natural language control of scene creation, materials, modifiers, rendering, and plugin workflows.

Gen AI Lyrics Search Agent

A generative AI agent that searches song lyrics across the web and returns results formatted for mobile apps, built with MCP.