Discover Awesome MCP Servers

Excel to JSON MCP by WTSolutions

The Excel to JSON MCP provides a standardized interface for converting Excel and CSV data into JSON format using the Model Context Protocol.

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.

Brave Search MCP Server

An MCP implementation that integrates the Brave Search API, providing comprehensive search capabilities including web, local business, image, video, news searches, and AI-powered summarization.

CG Alpha MCP

Enables crypto market analysis by combining Elfa's sentiment data and trending tokens with technical analysis tools (RSI, Bollinger Bands). Works alongside CoinGecko MCP to provide comprehensive token performance insights across multiple timeframes.

Google Ad Manager MCP Server

Enables AI assistants to manage Google Ad Manager campaigns, line items, creatives, and advertisers through natural language, automating ad operations that normally require countless clicks through the UI.

MCP Agents

Provides FastMCP-based servers with various tools for AI assistants including math operations, file management, note-taking, todo management, and database operations. Offers both basic and advanced server configurations with tools, resources, and prompt templates.

Octopus Deploy MCP Server

A server that enables interaction with Octopus Deploy through the Model Context Protocol, allowing users to manage projects, releases, and deployments across different spaces.

ProxmoxMCP-Plus

Enhanced MCP server for managing Proxmox virtualization platforms with complete VM lifecycle management, LXC container support, and OpenAPI integration. Enables natural language VM creation, power management, and comprehensive cluster monitoring through secure API access.

Langgraph Deep Search MCP Server

An MCP server that utilizes LangGraph and Google Gemini to conduct comprehensive research through multi-iteration deep searches and quick results. It provides high-quality analysis with automated citations and grounding metadata for thorough investigations.

Service Health MCP Server

A professional-grade MCP server that enables AI assistants to monitor web services, APIs, and HTTP endpoints with enterprise-level security.

WaPulse WhatsApp MCP Server

A Model Context Protocol server that integrates with WaPulse WhatsApp Web API, enabling users to send messages, manage groups, handle files, and perform various WhatsApp operations programmatically.

gqai

gqai

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.

PodCrawlerMCP

MCP server for podcast discovery through web crawling

MCP Observer Server

A file monitoring server that tracks filesystem events and provides real-time notifications to AI assistants, enabling them to automatically respond to file changes without manual updates.

Amp MCP

Provides developer-focused documentation and tools for building applications on Amp, a high-performance blockchain ETL system. Includes guides, schemas, code examples, and troubleshooting resources for querying and transforming blockchain data.

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.

Deep Research MCP Server

Enables conducting comprehensive research on complex topics through multi-layered analysis, automatic complexity assessment, and structured report generation with proper citations and critical analysis frameworks.

Adobe Commerce MCP Server by CData

This read-only MCP Server allows you to connect to Adobe Commerce data from Claude Desktop through CData JDBC Drivers. Free (beta) read/write servers available at https://www.cdata.com/solutions/mcp

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.

CMMS MCP Server

Integrates with MES, CMMS, and IoT systems to manage manufacturing operations, maintenance tasks, and asset tracking. It enables users to query production orders, create maintenance records, and monitor real-time sensor data and alerts.

Godot Scene Analyzer

Analyzes Godot game projects to enforce ECS architecture patterns, automatically detecting when scene scripts contain game logic that should be in the ECS layer and validating separation between presentation and logic code.

Databricks MCP Server

Enables interaction with Databricks workspaces using On-Behalf-Of authentication to test connectivity, retrieve user information, and perform operations on behalf of authenticated users.

Stochastic Thinking MCP Server

Provides advanced probabilistic decision-making algorithms including MDPs, MCTS, Multi-Armed Bandits, Bayesian Optimization, and Hidden Markov Models to help AI assistants explore alternative solutions and optimize long-term decisions.

Netlify Express MCP Server

A basic serverless MCP implementation using Netlify Functions and Express. Demonstrates how to deploy and run Model Context Protocol servers in a serverless environment with proper routing configuration.

Playwrightium

An MCP server for browser automation that allows AI to perform web tasks using Playwright through direct commands, reusable YAML shortcuts, or custom scripts. It features secure environment variable management and guided automation creation to build robust, repeatable browser workflows.

VPS MCP Server

Enables AI agents to connect to and control a Virtual Private Server via SSH. It provides a comprehensive suite of tools for remote file system operations, session management, and shell command execution.