Discover Awesome MCP Servers

AQICN MCP Server

Enables querying real-time air quality index (AQI) data for Chinese cities, including PM2.5, PM10, and other pollutant information with health recommendations from the World Air Quality Index Project API.

PromptForge MCP Server

Intelligently optimizes and enhances user prompts before execution using pattern matching, domain-specific enhancements, and analytics tracking for consistent AI outputs across marketing, data analysis, tax/accounting, and code generation domains.

WebControl

Headless browser automation for LLM agents via REST API or MCP tools. Enables navigating pages, reading structured content, clicking elements, filling forms, and executing JavaScript.

Serial MCP Server

Enables LLMs to communicate with hardware devices via serial ports. Provides tools for listing ports, opening/closing connections, reading/writing data, and controlling serial signals.

xhs-mcp

A MCP server for Xiaohongshu that enables account login, copywriting generation, and automatic publishing with AI-generated images via conversation.

vision-mcp

Helps non-vision models extract and understand images and screenshots via OpenRouter multimodal models.

jb_gateway_mcp

A local MCP server that acts as a secure credential-holding gateway to Google APIs (Gmail, Calendar, Drive), with deny-by-default policy enforcement so agents never see OAuth tokens.

stay-search MCP

Enables searching and comparing Airbnb (Korea) and Yanolja accommodation prices, with tools for price distribution, historical trends, and snapshot management, storing collected data in SQLite.

google-tasks-mcp

MCP server that connects MCP-compatible clients to Google Tasks, enabling reading, searching, creating, completing, updating, deleting, and moving tasks via 19 tools.

Jules MCP Server

Integrates Google's Jules coding agent with AI assistants to delegate autonomous coding tasks like bug fixes, refactoring, and tests, with support for scheduling recurring maintenance tasks and human-in-the-loop plan approval.

TicketAI

Enables AI assistants to analyze IT support tickets, categorize urgency, suggest responses, and retrieve statistics via MCP tools.

Useful Helpers Suite

An MCP server that exposes a suite of developer tools and apps via a shared tool registry, enabling agents to list and call tools through the MCP protocol.

LiuRen MCP Server

Enables traditional Chinese divination calculations through Liu Ren (六壬) chart generation. Provides tools for calculating Liu Ren divination charts based on specified dates and times, along with current time retrieval functionality.

Agent with MCP server

Bản demo nhanh về máy chủ mcp

Public Browser

A token-efficient MCP server for Chrome browser automation that uses direct CDP and accessibility-tree-based references for stable element selection across DOM changes.

Commvault MCP Server

Enables AI agents to securely access and manage Commvault environments, including job control, backup schedules, client/storage management, SLA monitoring, and optional DocuSign envelope backup integration.

docmcp

An MCP server that generates real .docx and .xlsx files from structured data, with support for headings, tables, RTL, and frozen panes. It offers local (stdio) and hosted HTTP modes with API key quotas.

cms-datagov-mcp-server

Enables AI assistants to search, query, and analyze CMS healthcare datasets from data.cms.gov, supporting features like dataset discovery, filtering, and CSV download for large-scale analysis.

postgres-mcp

Enables read-only SQL query execution and database schema information retrieval for PostgreSQL databases.

mxHERO Mail2Cloud MCP

High performance email search for teams & companies. Secure & scalable across email accounts w/ custom filters (e.g., customer facing communications only).

Waggle MCP Server

Enables discovery, search, and invocation of A2A AI agents from within Claude Code, allowing users to find and interact with agents for various tasks.

MCP Context Forge Gateway

A feature-rich Model Context Protocol gateway that federates MCP and REST services, unifying discovery, authentication, and transport protocols while providing virtualization of legacy APIs as MCP-compliant tools.

arena-mcp

Enables interaction with Are.na channels and content through natural language, using the Are.na API.

Swarmtrade

a2a escrow and trading

Cloudflare Remote MCP Server

A template for deploying remote Model Context Protocol servers to Cloudflare Workers without requiring authentication. It enables users to host custom tools and connect them to local clients like Claude Desktop or the Cloudflare AI Playground.

memorry

A local-first MCP memory server that stores facts in SQLite with FTS5 full-text search, supports projects and pinned records, and optionally syncs to Obsidian, all without external API calls.

awesome-medical-mcp-server

A collection of MCP servers providing medical calculation tools (eGFR, pregnancy due dates, pediatric asthma score, strep McIsaac) for AI assistants, with support for Chinese medical terminology and detailed clinical explanations.

NOAA Climate MCP Server

Enables searching NOAA climate stations and datasets, and fetching historical weather observations via the Model Context Protocol (MCP).

Oumi MCP Server

Provides access to over 500 pre-configured YAML templates and guided workflows for fine-tuning, training, and evaluating LLMs like Llama and DeepSeek. It enables AI assistants to search for recipes, retrieve configurations, and validate parameters for various machine learning tasks.