Discover Awesome MCP Servers

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.

AI Fuzz Testing MCP Server

A Model Context Protocol server for LLM fuzzing and testing, providing secure access to multiple AI providers through a standardized interface.

Modular RAG MCP Server

A modular RAG framework exposing MCP tools for hybrid document search, enabling AI assistants to query private knowledge bases with multimodal support and full observability.

MCP Agent Skills Server

A production-ready MCP server that equips AI agents with dynamic, persistent, and executable skills. It enables secure script execution and progressive disclosure to reduce context window usage.

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.

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.

BundlerMCP

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

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.

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.

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.

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

향상된 버전의 "순차적 사고" MCP

Wireshark MCP

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

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.

Unity MCP Server

Enables AI agents to query and control the Unity Editor, supporting scene management, GameObject manipulation, asset browsing, play mode control, and real-time editor operations through 52+ tools.

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

feast-mcp

MCP server that proxies to a Feast feature server, exposing tools for online feature retrieval, vector search, push, and materialization while forwarding bearer tokens for authentication.

@hyperwhisper/mcp

Enables Cursor, Claude, and other MCP agents to interact with the HyperWhisper app for voice transcription, model management, and recording search.

kenall-mcp

MCP server that provides access to the Kenall postal code API for Japanese address lookups, enabling lookup by postal code and search by address.

Calypso Multimodal RAG MCP Server

A hosted multimodal RAG MCP server that enables natural language queries over text and visual content (PDFs, images, etc.) with verifiable citations, easily run via npx with a Calypso API key.

agent-bom

AI supply chain security scanner for MCP servers and AI agents. 18 tools for CVE scanning, blast radius mapping, CIS benchmarks, SBOM generation, and compliance enforcement across OWASP LLM Top 10, MITRE ATLAS, NIST AI RMF, and EU AI Act.

Mantis MCP Server

모델 컨텍스트 프로토콜(MCP) 서비스는 Mantis Bug Tracker와 통합되어 사용자가 자연어 명령을 통해 버그 추적 데이터를 쿼리하고 분석할 수 있도록 합니다.

release-evidence-pack-mcp

A read-only Model Context Protocol server that converts local Git changes and JUnit XML reports into traceable release evidence, risk findings, and a rollback checklist.

wisp-mcp

A Model Context Protocol server that connects to a WISP game panel, letting AI clients inspect and manage game servers (state, files, console, backups, databases) with read-only defaults and opt-in capabilities.

OpenTelemetry Collector MCP Server

MCP 도구를 통해 수신기, 프로세서, 내보내기를 추가, 제거 및 구성할 수 있도록 OpenTelemetry Collector의 동적 구성을 가능하게 하는 MCP 서버 구현.