Discover Awesome MCP Servers

MCP S3 File Uploader

Enables secure file uploads to Amazon S3 with progress tracking and presigned URL generation. Provides automatic UUID-based file naming and time-limited access URLs for uploaded files.

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The Torobjo MCP Server is a powerful implementation of the Model Context Protocol (MCP) for product search and Instagram analysis. It integrates with the Torob API for product searches and extracts captions from Instagram, featuring a modular design for easy use and optimized performance.

Crawl4Claude

A comprehensive, domain-agnostic documentation scraping and AI integration toolkit. Scrape any documentation website, create structured databases, and integrate with Claude Desktop via MCP (Model Context Protocol) for seamless AI-powered documentation assistance.

Zeek-MCP

A Model Context Protocol server that integrates Zeek network analysis capabilities with LLM chatbots, allowing them to analyze PCAP files and parse network logs through natural language interactions.

MCP Sequence Simulation Server

Enables the generation, mutation, and evolution of DNA and protein sequences using various evolutionary models and phylogenetic algorithms. It supports realistic next-generation sequencing read simulation and population-level evolutionary tracking for bioinformatics research and testing.

calculator

A fully functional calculator server based on Model Context Protocol (MCP), providing rich mathematical operation functions It includes 13 specialized mathematics modules such as basic arithmetic, radical operations, trigonometric functions, logarithmic operations, statistics, combinatorial mathemat

Qiita MCP Server

A comprehensive MCP server that enables AI to interact with all 68 functions of the Qiita API v2, covering articles, comments, tags, and team management. It allows users to perform CRUD operations on Qiita content and manage interactions through natural language.

Meta Ads MCP

Model Context Protocol (MCP) server for interacting with Meta Ads API

Studio MCP Clarifying Questions Server

Generates AI-powered clarifying questions for user task requests using Claude, helping gather detailed requirements about tech stack, architecture, deployment, and project scope through categorized, contextually relevant questions.

MCP Quality Hub

Provides comprehensive code quality tools including linting, security scanning, TypeScript checking, and testing through a single MCP server. Integrates multiple quality analysis tools like Biome, ESLint, and Playwright for streamlined development workflows.

1C Code Search MCP

Enables semantic search through 1C codebase exports using local CPU-based RAG with sentence transformers and FAISS indexing. Supports fast XML file indexing and retrieval of 1C code with metadata parsing.

spotify-mcp

An MCP server that enables users to control Spotify playback, search for music, and manage playlists through MCP-compatible clients. It supports features like track recommendations and playback management using secure OAuth authentication.

SearxNG MCP Server

Provides web search capabilities using SearxNG, allowing AI assistants like Claude to search the web with a privacy-respecting metasearch engine.

Veo 3.1 MCP Server

Enables high-quality AI video generation using Google's Veo 3.1 model for text-to-video, style-guided, and frame-interpolation tasks. It features token-efficient reference image handling, batch processing, and video extension capabilities with built-in cost estimation.

MemoDB MCP Server

Manages AI conversation context and personal knowledge bases through the Model Context Protocol (MCP), providing tools for user data, conversation content, and knowledge management.

SmartThings MCP Server

Enables control and monitoring of SmartThings smart home devices through natural language, supporting switches, sensors, refrigerators, and other IoT devices with real-time status queries and command execution.

Tiling Trees MCP Server

Enables exploration and organization of research ideas using a hierarchical tile-based method with support for creating interconnected nodes (questions, hypotheses, methods, results), analyzing research gaps, and exporting to multiple visualization formats.

PostgreSQL MCP Server

A Model Context Protocol server that enables interaction with PostgreSQL databases to list tables, retrieve schemas, and execute read-only SQL queries.

BeeMCP - A Bee MCP Server

BeeMCP: an unofficial Model Context Protocol (MCP) server that connects your Bee wearable lifelogger to AI via the Model Context Protocol

text-count-mcp-server

A Model Context Protocol server for text counting

Remote MCP with Azure Functions

A template for building and deploying custom remote MCP servers on Azure Functions with Python, allowing for saving and retrieving snippets with built-in security using keys and HTTPS.

Google Cloud Logging MCP Server

Enables AI assistants to query, search, and analyze logs across Google Cloud Platform projects. It supports advanced filtering by severity or resource type and provides detailed log entry retrieval and project listing capabilities.

Azure Analysis Services MCP Server by CData

Azure Analysis Services MCP Server by CData

Trade Agent

Trade Agent

MCP Docker Demo

A demonstration MCP server implementation with Docker support that provides a simple hello-world tool and includes a web-based inspector for interactive testing and exploration of MCP tools.

mcp-trust-guard

Security middleware for MCP servers. Trust-based access control, rate limiting, and audit logging. Zero dependencies.

Excel MCP Server

Provides Excel file manipulation capabilities without requiring Microsoft Excel installation, enabling workbook creation, data manipulation, formatting, and advanced Excel features.

Browser Agent MCP

Browser Agent MCP