Discover Awesome MCP Servers

Embeddings Searcher

Enables semantic search through markdown documentation in code repositories using AI embeddings. Provides intelligent document chunking and similarity-based search to help users find relevant documentation based on meaning rather than just keywords.

MCP Enabled Email Reader

MCP server to connect to an email server and search emails

Enhanced QR Code MCP Server

An advanced MCP server for generating styled QR codes with logos, batch processing, and specialized formats like WiFi or vCards. It also provides tools to decode existing QR code images and analyze their quality or content.

Teradata MCP Server

Enables secure interaction with Teradata databases through SQL queries, schema exploration, and business intelligence analysis with enterprise-grade OAuth 2.1 authentication and workload management capabilities.

Monica CRM MCP Server

Enables interaction with Monica CRM instances to manage contacts, activities, tasks, notes, relationships, and reminders through natural language, wrapping Monica's REST API with 21 assistant-friendly tools.

fal.ai MCP Server

Enables interaction with fal.ai AI models through MCP, supporting model discovery, content generation, queue management, and file uploads to the fal.ai platform.

PubMed

分析PubMed医学文献，帮助研究人员快速了解医学研究动态，功能包括文献检索、热点分析、趋势跟踪和综合报告。

Document Q&A MCP Server

Enables document-based question answering using OpenAI's GPT-4 with semantic search and embeddings. Upload PDF, TXT, or Markdown files and get answers strictly based on document content with source attribution and confidence scores.

vidMagik-mcp

A comprehensive MCP server providing an interface to MoviePy for professional-grade video editing, compositing, and special effects. It exposes over 70 tools for video transformations, audio processing, and automated scene analysis directly through MCP-compatible clients.

Conductor MCP Server

Enables AI assistants to interact with Netflix Conductor Workflow Engine for troubleshooting workflows, managing executions, and creating/updating workflow and task definitions through natural language.

Jenius MCP Smart Device

A server that enables control of smart home devices through the Jenius AI agent system, connecting to Home Assistant to manage devices like Xiaomi air purifiers and smart speakers.

postgres-safe-mcp

A PostgreSQL MCP server that automatically detects and obfuscates personally identifiable information (PII) in query results using column-name heuristics and NLP analysis. It enables AI agents to interact securely with databases by masking sensitive data by default while allowing selective unmasking under user control.

Country By Api Ninjas MCP Server

Provides access to the API Ninjas Country API, allowing users to query detailed country data including GDP, population, area, and other demographic metrics. It enables filtering countries by specific economic and geographic criteria through natural language commands.

Divvi MCP Server

Enables AI assistants to automatically integrate Divvi referral tracking into JavaScript/TypeScript blockchain applications by guiding them through SDK installation, transaction modification, and implementation of referral submission following official best practices.

Real-time Stock MCP Service

Provides real-time stock market data and analysis from Chinese markets through 34 MCP tools, including K-line charts, technical indicators, fundamental analysis, financial metrics, and market insights without requiring authentication or API tokens.

jons-mcp-imessage

Enables AI assistants to read iMessage history and send messages on macOS. Supports conversation listing, message search with keyword and semantic modes, contact lookup, and sending messages to existing conversations.

Learn_MCP Math Server

A Model Context Protocol (MCP) server that demonstrates mathematical capabilities through a LangChain integration, allowing clients to perform math operations via the MCP protocol.

Cosmic MCP Server

A production-ready Model Context Protocol server for interacting with Cosmic headless CMS, providing comprehensive tools for managing objects, types, and media in your Cosmic bucket.

Design System MCP Server

Provides access to Appian's Aurora design system documentation via GitHub, enabling LLMs to query components, layouts, and patterns. It supports both public and internal repositories with features for keyword searching and detailed component guidance.

Gmail MCP Server

Provides secure, read-only access to Gmail for Claude CLI with label-based filtering for enhanced privacy and control. It enables users to search, list, and summarize email content while ensuring no modification or deletion of messages is possible.

iOS Device Control MCP Server

Enables comprehensive control of iOS simulators and real devices through AI assistants, supporting app management, UI automation, screenshots, media operations, and location simulation for iOS development and testing workflows.

Salesforce Data Cloud MCP Server by CData

This project builds a read-only MCP server. For full read, write, update, delete, and action capabilities and a simplified setup, check out our free CData MCP Server for Salesforce Data Cloud (beta): https://www.cdata.com/download/download.aspx?sku=LRZK-V&type=beta

MCPlanManager

An AI agent task management system that provides structure and visualization for long-term task planning with support for the Model Context Protocol (MCP) standard.

Nebius MCP Server

Enables AI agents to fetch Nebius cloud service documentation and execute Nebius CLI commands for managing cloud resources like compute instances and storage buckets through natural language interactions.

Kolmo Construction

MCP server providing 12 tools for Seattle-area home remodeling: real-time cost estimation across 8 project types, contractor business info, project portfolio, blog content, and quote submission. Connects via Streamable HTTP — no auth required.

Graylog MCP Server

Enables AI assistants to search and analyze logs in Graylog using three powerful tools: generic log search with Lucene queries, smart UUID/trace ID lookup across multiple fields, and stream-specific message retrieval with automatic field normalization.

Pearl

Pearl