Discover Awesome MCP Servers

scvi-tools MCP Server

Enables deep probabilistic analysis of single-cell omics data using scvi-tools through natural language. Supports SCVI for scRNA-seq analysis, SCANVI for cell type annotation, TOTALVI for multi-modal RNA/protein data, and PEAKVI for scATAC-seq analysis.

MCP Server for Gmail & Google Docs

Enables sending and drafting emails via Gmail and appending content to Google Docs through natural language commands.

MCP Search Analytics Server

A Model Context Protocol server that provides unified access to Google Analytics 4 and Google Search Console data through real-time analytics queries.

Teams MCP

Enables AI assistants to interact with Microsoft Teams, users, and organizational data via Microsoft Graph APIs, including sending messages, managing chats and channels, and searching messages.

local-video-scenes-mcp

Extracts timestamped screenshots from local videos, enabling Claude to produce visual walkthroughs without audio analysis or cloud processing.

Marketing Connect MCP Services

A Model Context Protocol server for Marketing Connect AI integrations that provides tools, resources, and prompts for AI models to interact with marketing systems and data.

Malloy MCP Server

An MCP Server for interacting with Malloy data models through the Malloy Publisher

socializioz-chatgpt-mcp

Remote MCP server that enables ChatGPT users to manage social media posts, approvals, and scheduling through authenticated Socializioz tools with safety restrictions.

@strajkpolski/mcp

MCP server providing tools to query Polish political open data: public debt, budget, 460 Sejm MPs, protest manifesto, and skills.

mcp-arcgis-phoenix

Search, query, and explore City of Phoenix open geospatial data (parcels, zoning, public works) via ArcGIS Feature Services.

CoinMarketCap Portfolio MCP Server

Transforms Claude AI into a personal crypto portfolio analyst, enabling wallet analysis, AI-powered recommendations, and portfolio tracking across 8+ blockchains through natural conversation.

DollhouseMCP

A comprehensive Model Context Protocol server that enables dynamic AI persona management with GitHub-powered marketplace integration, allowing Claude and other compatible AI assistants to activate different behavioral personas with community sharing capabilities.

LudusMCP

An MCP server that enables management and deployment of Ludus lab environments through natural language commands. It provides comprehensive tools for range lifecycle management, configuration validation, and documentation research within virtualized training infrastructures.

@abhishekkumar00019/swagger-mcp

Dynamically converts any Swagger 2.0 or OpenAPI 3.x specification into callable MCP tools, enabling AI clients to interact with API endpoints.

updsts

Automatically update AWS credential files with temporary STS tokens and retrieve credential info, enabling secure credential management via Agent tools.

N Lobby MCP Server

A Model Context Protocol server that provides secure access to N Lobby school portal data including announcements, schedules, and learning resources through browser-based authentication.

Statistics Query and Verification MCP

MCP server for answering questions about official statistics from a single publication URL, with tools to check query scope, retrieve overview, text, data files, and search.

AVD MCP Server

Automates Android Virtual Device operations by enabling users to start emulators, execute development commands, and capture screenshots. It facilitates Android testing workflows by returning command outputs and visual feedback directly to AI assistants.

patsnap-mcp-biology-modality

Search 1B+ biological sequences, antibodies, and multi-omics data via specialized bio-intelligence tools.

MCP Time Server

A TypeScript server that provides time-related tools through the Model Context Protocol, allowing users to get current time in various timezones and convert times between different IANA timezones.

Local Knowledge RAG MCP Server

Semantic search and retrieval system for local documents using vector embeddings, enabling AI-powered search across your document collections with support for multiple embedding providers.

pkgx MCP

A Model Context Protocol server that allows AI to run any Open Source tool via pkgx, enabling Claude to execute commands while maintaining read-only access to the filesystem.

Legal MCP

Enables AI assistants to search and analyze German legal texts using vector embeddings and semantic search.

Rule MCP Server

A Model Context Protocol (MCP) server for the Rule marketing automation platform. It provides full access to Rule's REST API v2 for subscriber management, campaigns, transactional messages, and more.

MCP Server Template (Python)

A minimal MCP server template with streamable HTTP transport and bearer token authentication, including an example hello tool and ready for deployment on Render.

ZeroPath MCP Server

Allows developers to query security findings (SAST issues, secrets, patches) using natural language within AI-assisted tools like Claude Desktop, Cursor, and other MCP-compatible environments.

umami-mcp-server

MCP server for Umami Analytics that provides read-only tools to query website stats, events, sessions, reports, and more, enabling natural language analytics queries.

DotnetTemplateMCP

MCP server wrapping the .NET Template Engine for AI-driven template discovery, inspection, and instantiation

Things MCP Server

An MCP server that allows AI assistants like Claude Code, Claude Desktop, and Cursor to interact with Things.app on macOS, enabling task creation, updates, viewing, scheduling, and organization through natural language.