Discover Awesome MCP Servers

OpenDataMCP

Connects open data to LLMs via MCP, enabling easy access to public datasets and publishing new datasets with community help.

MCP Apps Example Gallery (fable candidate)

Hosts six official Model Context Protocol MCP Apps examples as remote Streamable HTTP MCP servers you can try by URL without cloning or local setup.

MemoryMCP

A persistent memory MCP server specialized for Japanese, featuring hybrid search, Ebbinghaus forgetting curve, entity knowledge graphs, and a web dashboard for memory visualization.

AetherTech MCP Server

A production-ready MCP server offering text analysis tools, an in-memory key-value store, and system info resources with support for both stdio and HTTP transports.

yt-music-mcp

MCP server for YouTube Music that enables searching songs and artists, managing playlists, and authenticating via Google OAuth, using STDIO transport.

Rancher MCP Server

A Model Context Protocol (MCP) server that exposes the Rancher Manager v2.x API to LLM clients.

Delx Memory

Local-first persistent memory MCP: shared SQLite key/value store, searchable, TTL-aware and secret-safe.

BundlerMCP

Enables agents to query information about gems in a Ruby project's Gemfile, including source code and metadata.

pruva-mcp

Remote MCP server for Pruva, enabling AI assistants to manage products, features, and documents over HTTPS with OAuth authentication.

cro_pe_cadastro

Read-only MCP server for querying the Pernambuco Regional Council of Dentistry (CRO-PE) registration database via official sources, enabling verified professional status checks through natural language.

ChatGPT Book MCP Connector

Enables ChatGPT to search for books via Algolia or mock data, returning rich book details.

vision-bridge-mcp

Enables text-only AI agents to analyze and transcribe images via Gemini, letting them understand screenshots, diagrams, and photos without manual copying.

uk-ai-bill-compliance-mcp

MCP server for UK AI Bill 2026 compliance, implementing a 5-principles framework (Safety, Transparency, Fairness, Accountability, Contestability) to help audit and classify AI systems.

AACT Clinical Trials MCP Server

Provides AI assistants with direct query access to the AACT (Aggregate Analysis of ClinicalTrials.gov) database, allowing structured retrieval and analysis of clinical trial data.

DeepSeek Reasoner MCP

「順序立てて考える」MCPの強化版

Wireshark MCP

Enables LLMs to capture, analyze, and summarize network traffic using Wireshark CLI tools, supporting live capture, pcap analysis, and LLM-oriented summaries.

EmailInABox MCP Server

Enables private email hosting provisioning and management via MCP tools, including domain deployment, mailbox creation, DNS configuration, tracked email sending, and analytics.

SMNGRP05 Thief MCP Server

Runs a decentralized thief agent for a peer-to-peer cops-and-robbers game, using FastMCP to exchange moves and messages with a police agent while employing Bayesian belief and credibility-based bluffing strategies.

omniwatchguard-mcp

Enables users to manage OmniWatchGuard website monitors and alerts via natural language. Supports listing, creating, updating, pausing, resuming, and deleting monitors, plus reviewing recent notifications across channels.

AXT-MCP

A Model Context Protocol service registry and connector framework that enables seamless integration with multiple services and models through a standardized API interface. Provides an extensible architecture for custom service adapters, API integrations, and model registries.

ibkr-mcp

A read-only MCP server that connects to Interactive Brokers Gateway or TWS to expose account, contract, execution, and historical-data queries over stdio.

MCP Riot Server

A community-developed Model Context Protocol server that integrates with the Riot Games API to provide League of Legends data, enabling AI assistants to retrieve player information, ranked stats, champion mastery, and match summaries through natural language queries.

postgres-mcp-server

A read-only MCP server for PostgreSQL. Connect any MCP-compatible AI agent to your PostgreSQL server and explore databases, schemas, tables, and run SELECT queries through natural language. Built with .NET 10.

Vanna AI MCP Server

An MCP server that allows AI assistants to query databases using natural language by leveraging Vanna AI. It supports secure SSH tunneling, model training on database schemas, and persistent storage of SQL patterns via ChromaDB.

OpenBanking MCP Server

An MCP server that integrates with local Ollama LLMs to provide financial analysis through four specialized agents (Market Analyst, Portfolio Manager, Risk Analyst, and Explainability Agent) with comprehensive banking tools.

Treasure Data MCP Server

An MCP server for interacting with Treasure Data API, allowing users to retrieve database information and check server status through natural language queries.

IMS MCP Server

Exposes the Integrated Memory System (IMS) capabilities, including session management, memory storage, and RAG-based context search, via the Model Context Protocol. It allows MCP-aware clients to interact with IMS backends to maintain long-term memory and context across sessions.

Asynthetic

An MCP server that gives AI coding agents verified migration maps: exactly what breaks between two versions of a library and how to fix it, from hand-curated maps with source citations - instead of hallucinated answers from stale training data

chat-mcp

Connects Claude to your personal Telegram and Slack accounts, letting it read real DMs, groups, channels, unread messages, and search chats, with optional sending enabled by the user.

semantic-saga-mcp

Enables agentic workflows to execute allow-listed side effects with automatic reverse-order compensation on failure, durable SQLite journaling, and idempotent rollback via MCP tools.