Discover Awesome MCP Servers

Text Classification MCP Server (Model2Vec)

Enables fast text classification using Model2Vec static embeddings with 10 default categories (technology, business, health, etc.), supports custom category management, batch processing, and provides both local and remote deployment options.

mcp-gateway

Enables clients to access multiple backend MCP servers through a single endpoint, with OAuth 2.1 authorization, namespaced tools, and secure credential management.

Agent Context Optimizer MCP

Analyzes tasks to recommend the minimal set of MCP servers needed, reducing context window waste by up to 85%.

TaobaoScraper MCP Server

An MCP server for scraping product data from Taobao/Tmall and JD.com, providing 8 tools for scraping, task management, notifications, and system control.

novelty

An MCP security toolkit that integrates Burp-style HTTP proxying, AI-driven vulnerability hunting, source code auditing, and reporting into AI coding agents, enabling authorized security testing of web applications and source code.

SimDoc MCP Server

Enables access to scientific simulation documentation and code snippets for simulators like PyBaMM and Cantera. Provides AI-powered search and retrieval of simulation examples and documentation through natural language queries.

MCP Logging Assistant

Provides comprehensive logging and monitoring capabilities for MCP services with real-time log tailing, advanced search, error analysis, and anomaly detection. Enables centralized log aggregation, correlation tracking, and health monitoring across all MCP ecosystem services.

Gmail MCP Server

A Model Context Protocol server for Gmail that lets AI assistants read, send, search, label, and filter Gmail through natural language, with OAuth2 auto-authentication and full attachment support.

database-mcp-server

A Model Context Protocol (MCP) server that provides database operations as tools for LLM-powered applications. Supports PostgreSQL, MySQL, and MongoDB databases with connection pooling and flexible result formatting.

carrydesk

Cross-sectional funding-carry rankings for Hyperliquid perpetual futures, metered per call in USDC via x402 on Base.

WeatherXM Pro MCP Server

WeatherXM Pro MCP Server

iOS Automation MCP Server

A Model Context Protocol server that enables AI assistants to interact with iOS simulators, perform accessibility testing, manage apps, and automate complex iOS workflows.

Intuition MCP Server

An HTTP stream server for interacting with the Intuition knowledge graph, enabling users to query and manage data through tools like extracting triples, searching entities, retrieving account info, and exploring relationships.

ffmcp

A local MCP server for Firefox that gives AI agents full control over the browser via a Unix socket, enabling automation of tabs, pages, cookies, and more without exposing any network ports.

Azure Key Vault MCP

Enables management of Azure Key Vault secrets and certificates, including creation, retrieval, deletion, format conversion (PEM/CRT to PFX), certificate chain imports, and self-signed certificate generation.

autocad-arch-mcp

Enables architectural modeling and automation in AutoCAD 2021 through YQArch integration, using hybrid MCP protocols to perform design tasks and manage CAD operations.

mcpcatalogs

Enables AI assistants to search, compare, and get detailed information about MCP servers from the mcpcatalogs.com directory.

GolfBox MCP

A local MCP server for GolfBox tee-time workflows that lets agent clients authenticate, list clubs, search tee times, manage bookings, and prepare bookings with conservative safety defaults.

MCP Tools

Provides context management and todo persistence with AI second opinions from ChatGPT and Claude. Enables saving code snippets, conversations, and todos across sessions with full-text search capabilities.

SuperMapMCP

MCP 클라이언트와 서버를 사용하여 shapefile을 데이터베이스로 가져오기를 구현합니다.

Xfinity MCP Server

Enables users to manage their Xfinity ISP accounts through automated browser sessions for tasks like checking data usage and paying bills. It supports monitoring service outages and remotely restarting equipment using natural language commands.

Animated Video MCP Server

An MCP server that executes Manim Python scripts to generate and return rendered animations. It enables users to create mathematical and programmatic videos dynamically through natural language interfaces.

kie-ai-mcp-server

Universal MCP server for all Kie AI image generation and editing models, enabling text-to-image, image-to-image, and image editing via natural language.

web-search-plus-mcp

A Model Context Protocol server that gives AI assistants access to 7 search providers with intelligent auto-routing. Analyzes query intent and picks the best provider automatically — no manual switching needed. Install, configure your keys, and go.

Octura Solutions Site Tools

Deterministic Odoo ERP calculators: implementation, migration and upgrade cost, ROI and TCO, US/Canada/EU sales tax and VAT, Canadian payroll source deductions, and inventory maths (reorder point, safety stock, EOQ, landed cost, OEE). 24 tools, each a pure function, the numbers are arithmetic rather than a model's guess. Hosted remote server, no install and no API key; a stdio bridge is included

MCP Llama Integration Server

Implements the Model Context Protocol to retrieve context from a locally running Llama model, enabling AI applications to query and receive relevant information.

Chakra MCP Server

Native integration with Anthropic's Model Context Protocol.

office-addin-mcp

MCP server for driving Office add-ins (Excel, Word, Outlook, PowerPoint, OneNote) through high-level workflow tools and queries, enabling LLM agents to automate document tasks across Microsoft Office applications via a single Go binary.

Sybil MCP

Monitors Notion databases in real-time to detect project risks, such as delayed engineering tasks overlapping with marketing campaign launches. It automatically generates alerts in a Notion Alert Center and allows users to perform on-demand risk analysis through Claude.