Discover Awesome MCP Servers

memorylens-mcp

MCP server for .NET memory profiling with AI-actionable code fix suggestions, powered by JetBrains dotMemory

Fujitsu Social Digital Twin MCP Server

Enables LLMs to access Fujitsu's Digital Rehearsal API through natural language, allowing users to run and analyze simulations of human and social behavior in digital space.

SaaS database MCP

SaaS database MCP

MCP Spotify

An MCP server template that likely enables interaction with Spotify's API, allowing users to perform Spotify-related operations through natural language commands.

RefMD MCP Server

Enables chatbots to browse, search, create, and edit Markdown documents stored in RefMD through a hosted SSE endpoint with OAuth 2.1 authentication.

MCP SOP Server

Enables AI agents to search and retrieve Standard Operating Procedures using semantic search with Italian language support, powered by ChromaDB and RAG for intelligent document retrieval from categorized SOP collections.

wallet-inspector-mcp

wallet-inspector-mcp

React Learning MCP Server

A minimal MCP server that enables searching through pre-scraped React documentation using a hybrid approach combining DuckDB full-text search and transformer-based reranking.

AWS MCP Server

Enables management and provisioning of AWS resources like EC2, S3, and RDS using natural language prompts through the Model Context Protocol. It allows users to automate complex infrastructure tasks, such as setting up VPCs and security groups, via a chat interface.

Web Search MCP

Enables web searching via DuckDuckGo and extracting readable content from any URL using Mozilla Readability, providing web context similar to Cursor's built-in functionality.

PostgreSQL Products MCP Server

MCP server for interacting with a PostgreSQL products database.

FastAPI OpenAPI MCP Server

Converts FastAPI application OpenAPI documentation into MCP tools for AI assistants to efficiently query API information. Reduces token consumption by enabling on-demand, structured API queries instead of loading complete OpenAPI specifications.

mycop

Agentic security scanning in Claude Code, Cursor, Windsurf

Personal Context Technology MCP Server

Personal Context Technology for AI Personalization MCP server

Jokes MCP Server

Provides tools to retrieve humor-focused content, such as Chuck Norris jokes, from specific categories. It serves as a demonstration for deploying and integrating Model Context Protocol servers with Microsoft Copilot Studio and Azure.

MeshSeeks

Multi-Agent Mesh Network MCP server that spawns specialized AI agents working in parallel to solve complex coding problems, providing 3.64x faster performance through distributed intelligence.

mcp-ssh-toolkit

A Model Context Protocol server for executing commands via SSH on remote servers and groups using secure authentication and regex-based command policies. It supports hot-reloading configurations and both sequential and parallel command execution across multiple named hosts.

Cluster Execution MCP Server

Enables cluster-aware command execution and automatic task routing across distributed nodes based on system load, architecture, and OS requirements. It supports parallel execution, remote node management via SSH, and dynamic load balancing for agentic workflows.

Crawl4AI+SearXNG MCP Server

Provides AI agents with a comprehensive web intelligence stack including crawling, private search via SearXNG, and intelligent RAG capabilities for focused content extraction. It supports advanced features like semantic vector search and knowledge graph integration for code validation to enhance AI performance and reliability.

Spotify MCP Server

Connects Claude to Spotify for music discovery, playlist creation, and collection analysis through natural language. Enables searching songs, analyzing music diversity, creating playlists, and getting recommendations using Spotify's API.

interactive-mcp

A Node.js/TypeScript MCP server that facilitates interactive communication between LLMs and users, allowing AI assistants to request user input, display notifications, and manage command-line chat sessions.

Clado MCP Server

An unofficial Model Context Protocol server that provides LinkedIn tools for searching users, enriching profiles, retrieving contact information, and conducting deep research through natural language interfaces.

Cuba-memroys

Persistent memory for AI agents with knowledge graph, Hebbian learning, 4-signal RRF fusion search, GraphRAG enrichment, FSRS spaced repetition, and anti-hallucination grounding. 12 tools, PostgreSQL.

DSR Processor MCP Server

Enables conversational processing of Daily Status Reports (DSR) by extracting, validating, and storing data from JSON, DOCX, and XLSX files in IBM Cloud Object Storage. It provides a human-in-the-loop workflow for batch file processing and schema validation directly within MCP-compatible clients like Claude Desktop.

Google Sheets MCP Server

Provides comprehensive Google Sheets integration for creating, reading, updating, and managing spreadsheets programmatically via tools like batch updates and range operations. It enables automated workflows for data analysis, project management, and synchronization within the Model Context Protocol.

🏓 MCP Ping-Pong Server with FastAPI

🏓 An experimental and educational app for Ping-pong server demonstrating MCP (Model Context Protocol) calls via FastAPI

Practera MCP Server

An integration server that allows AI models to query Practera's GraphQL API for learning data, enabling LLMs to analyze and manipulate educational projects and assessments.

GrowthBook MCP Server

GrowthBook MCP Server