Discover Awesome MCP Servers

MCP Code Mode

Enables AI agents to write and execute Python code in an isolated sandbox that can orchestrate multiple MCP tool calls, reducing context window bloat and improving efficiency for complex workflows.

KnowledgeMCP

An MCP server that enables AI assistants to perform semantic searches over local document collections using multi-context organization and automatic OCR. It supports various file formats including PDF, DOCX, and images, ensuring all data processing remains local and private.

AstrBot MCP

Provides operational control and automation tools for AstrBot developers, enabling plugin debugging, configuration management, message sending, log monitoring, and bot restart capabilities through AI agents.

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Polish Business Intelligence MCP

Provides AI agents with real-time access to Polish official data: VAT whitelist for company verification and NBP exchange rates, enabling checks on VAT status, company details, and currency conversion without API keys.

Pterodactyl MCP Server

Enables managing Pterodactyl Game Panel servers via Client and Application APIs, including power actions, files, databases, backups, schedules, and administrative operations.

MCP Claude Spotify

An integration that allows Claude Desktop to interact with Spotify, enabling users to control playback, search music, manage playlists, and get recommendations through natural language commands.

nic-cl

Enables querying .cl domain information from NIC Chile, including recent registrations, search, WHOIS, and deleted domains.

MCP GeneLab Server

Converts natural language queries into Cypher queries against the NASA GeneLab Knowledge Graph, enabling AI-assisted analysis of spaceflight experiments and their biological effects.

security-tools

Provides security tools (prompt injection detection, CVE lookup, version impact assessment) for MCP clients like Claude.

Bokicast MCP Server

An MCP server that visualizes bookkeeping elements like journal entries and T-accounts, enabling AI characters to autonomously teach and solve bookkeeping problems.

rag-mcp

A RAG service based on FastMCP that enables document indexing and retrieval (keyword/vector search) through the MCP protocol.

preflight-ios-mcp

Comprehensive MCP server for iOS Simulator automation, enabling AI agents to control simulators via tap, swipe, type, accessibility inspection, app debugging, and device management.

Joplin Server MCP

MCP server for Joplin Server that gives LLMs full access to notes, notebooks, tags, and attachments via the REST API.

Sanka MCP Server

A Model Context Protocol server that integrates the Sanka TypeScript SDK to provide document search and code execution capabilities. It allows clients to interact with Sanka's public API through a hosted HTTP or SSE interface.

WarpGBM MCP Service

Provides GPU-accelerated gradient boosting model training and inference through a cloud service. Enables AI agents to train models on NVIDIA A10G GPUs and get fast cached predictions with portable model artifacts.

whois-mcp

A WHOIS domain name query server based on Model Context Protocol (MCP), supporting the resolution of over 877 top-level domains and 169 country code top-level domains, and providing comprehensive domain name registration information query functions.

mcp-swagger-schema

An MCP server that allows users to query and retrieve request and response JSON schemas directly from Swagger/OpenAPI specifications. It supports automatic reference resolution and path parameter matching to help AI models interact with API interfaces.

API Ninjas MCP

Wraps the API Ninjas multi-endpoint data API, enabling AI agents to access a wide range of data sources through natural language queries.

OpenAPI to MCP Server

Converts any OpenAPI/Swagger spec into an MCP server, exposing REST API endpoints as tools for Claude.

Modular Search MCP

A VS Code extension that integrates DuckDuckGo web search capabilities with GitHub Copilot Chat through a Model Context Protocol server.

PlantUML CSA MCP Server

Generate Control System Architecture (CSA) diagrams using PlantUML via the Model Context Protocol (MCP). Supports ISA-95 Purdue model, industrial symbols, and multiple protocols.

PulseAgent

An interrupt-aware MCP sidecar for long-running coding agents that detects changes in user guidance, constraints, or plans, enabling agents to pause, replan, and acknowledge updates before continuing.

MCP Server Directory

发现并分享用于人工智能应用、开发和集成的模型上下文协议服务器。

GHL Command

GoHighLevel MCP server for Claude. 212 tools across 43 modules, including the only programmatic GHL workflow builder (private API, reverse-engineered), funnel + page editor, form builder, pipeline builder, pre-deploy validator, multi-sub-account switching, bulk operations, and full account export. $97 one-time, lifetime updates.

Gaia-Protocol

Gaia Protocol—a planetary DAO for global resource management using quantum-entangled ledgers and algorithmic governance.

plunk-mcp

A Model Context Protocol server for Plunk, the open-source self-hosted email platform. Provides 84 tools for transactional email, contacts, campaigns, segments, templates, workflows, events, and analytics through the Plunk API.

Redshift MCP Server

Enables connecting to Amazon Redshift and executing SQL queries with read-only safety checks.

Vibetest Use

Launches multiple Browser-Use agents to automatically test websites for UI bugs, broken links, accessibility issues, and other technical problems on both live and localhost sites.