Discover Awesome MCP Servers

vram-mcp

Enables AI agents to inspect and free NVIDIA GPU VRAM by managing Ollama models, helping make room for loading new models.

AdButler MCP Server

Enables managing your entire AdButler advertising account from any AI assistant, exposing over 600 tools covering the full AdButler v2 API for display ads, video, targeting, reporting, programmatic, and more, plus pre-built workflow prompts.

Doubao Image/Video Generation MCP Server

Enables AI image generation using Doubao Seedream models and video generation using Doubao Seedance models through Volcano Engine's API, supporting text-to-image, image-to-image, text-to-video, and task status queries.

HomeCare Cohort MCP

Identifies high-risk patient cohorts and generates care gap closure plans using a synthetic OMOP-like dataset. It provides clinical decision support tools for homecare management through a DuckDB-backed FastMCP server.

Quizlar

Quizlar is the learning MCP server. It turns whatever source the user brings — a YouTube lecture, a PDF, a URL, a textbook passage, or a pasted block of notes — into flashcards, then runs interactive quizzes with FSRS spaced-repetition scheduling so the material actually sticks. Every tool maps one-to-one to something a real learner does: ingest, quiz, track progress, review what's due.

QgisStreamMCP

Deploy QGIS in Docker as an MCP server, enabling AI assistants to perform spatial analysis, data loading, cartography, and multi-format export without local installation.

OpenViking MCP Server

Lightweight MCP server that connects to OpenViking for semantic search, resource management, and memory storage via natural language.

audit-mcp-cli

Lightweight Node.js dependency vulnerability audit tool with CLI and MCP Server modes. Supports npm/pnpm, full dependency chain tracing, remote GitHub repo auditing, and generates Markdown/HTML reports.

PlaceScout

Turns open places data into AI-assisted local market intelligence, enabling search of 4.4 million UK places by category, location, and proximity, and saving promising results to a prospecting pipeline.

bank-postgres-mcp

HTTP MCP server that reads from and writes to a PostgreSQL database (bankdb). Provides tools for querying and managing customer, account, and transaction data.

agent-skill-loader

MCP server to dynamically load Claude Code skills into AI agents

hachanha-mcp

MCP server that converts user requests into deliberately poor drawing prompts, enabling ChatGPT to render intentionally shabby sketches instead of realistic images.

postgrowth-mcp

MCP server that acts as a shim between Claude and the PostGrowth API, exposing seven tools to list clients, manage posts, and handle ClickUp tasks and media uploads. It translates MCP calls into authenticated HTTP requests, keeping business rules and credentials on the server side.

MinIO Storage MCP

Enables AI assistants to manage MinIO object storage through comprehensive bucket operations, file uploads/downloads, batch processing, permissions management, and URL generation. Supports both automatic and manual connection modes with flexible authentication options.

GPT Maps

MCP server that enables LLMs to create and control interactive MapLibre maps by placing markers, drawing paths, and rendering polygons directly in Claude Desktop.

Data Reunion MCP Server

Enables searching, querying, and metadata retrieval for Réunion Open Data datasets via ODSQL, allowing AI agents to access regional services, transport, environment, and economy data.

MCP Server Boilerplate

A basic MCP server that provides an addition tool and an API key retrieval tool, designed as a boilerplate for integration with Cursor AI.

WebTrace MCP Server

Exposes reverse engineering capabilities via MCP protocol, enabling AI agents to automatically detect, analyze, trace, and deobfuscate JSVMP protected JavaScript code.

Health Claims MCP Server

Provides a mock interface for managing health insurance operations, including claims processing, benefit inquiries, provider searches, and prior authorization requests. It enables developers to test healthcare workflows using synthetic data through the Model Context Protocol.

tronbyt-mcp

Lets your AI assistant control and display text/images on a Tidbyt or Tronbyt LED sign via the MCP protocol.

Remote MCP Server (Cloudflare Authless)

Enables deployment of a remote MCP server on Cloudflare Workers without authentication, allowing connection from AI Playground and Claude Desktop via mcp-remote proxy.

POX MCP Server

Espelho de

formasty

Enables AI agents to build and operate production-ready forms, quizzes, surveys, and workflows, including creation, publishing, submission management, and integration with webhooks and analytics.

Local Business Data MCP Server

Enables access to Google Maps business data including search, reviews, photos, and geocoding. Supports searching businesses by location, area, or coordinates, retrieving detailed business information, reviews, and performing reverse geocoding operations.

Fish Audio MCP Server

Enables natural language-driven speech synthesis using Fish Audio's Text-to-Speech API, supporting multiple voices, streaming, and flexible configuration.

pebble-index-mcp

Enables voice captures from a smart ring to search and append notes in a local Obsidian vault and query an OpenAI-compatible AI agent, returning answers as phone notifications.

System Information MCP Server

Provides tools to monitor host system health including CPU load, disk usage, and network status while enabling file system management tasks like searching and moving files. It includes built-in safety guards to prevent operations on critical system directories.

Remote MCP Server (Authless)

A template for deploying an authentication-free MCP server on Cloudflare Workers that can be connected to Claude Desktop or AI Playground for remote tool execution.

chrome-local-mcp

Lightweight MCP server for controlling a Windows Chrome instance from WSL, designed for AI coding agents with minimal token overhead and human-in-the-loop support.

meals-mcp-server

Connects Claude AI to a live meals database, enabling natural language queries for meal search by name, ingredient, or ID, and random meal suggestions.