Discover Awesome MCP Servers

Appwrite MCP

Enables AI agents to fully automate Appwrite backend operations with 143 tools covering databases, users, storage, functions, messaging, and more. Supports advanced features like GeoJSON attributes, file uploads, function deployment, and bulk operations.

Auto-Manager MCP

Enables natural language analysis of mechanical test data files (CSV, TDMS, MDF) by providing tools for channel statistics, spectrum analysis, rainflow fatigue counting, thermal state detection, and report generation.

Web Analysis MCP

Enables intelligent web searching using SearXNG with content crawling via Creeper, then summarizes webpage content using LLM to avoid token limit issues. Supports smart filtering with domain blacklist/whitelist and optional LLM-based relevance filtering.

Vision MCP Server

Enables screenshot capture and visual analysis using cloud or local vision models, with tools to describe screens, list windows, and analyze images.

remote-mcp-server-authless

Deploys a remote MCP server on Cloudflare Workers without authentication, enabling custom tools and connections to AI Playground or Claude Desktop.

mcp-qdrant-docs MCP Server

An MCP server that scrapes websites, indexes content into Qdrant, and provides a query tool.

Tushare MCP Server

A server based on Model Context Protocol that enables AI assistants to query and search for stock information using the Tushare API.

KMB Bus MCP Server

A Model Context Protocol server that provides real-time access to Hong Kong's KMB and Long Win Bus route information and arrival times, enabling Language Models to answer user questions about bus routes, stops, and ETAs.

ContextCore MCP

A personal AI assistant that connects git history, Gmail, Google Calendar, and Google Drive into an intelligent daily briefing via function calling and MCP.

iFlytek SparkAgent MCP Server

Enables integration with iFlytek's SparkAgent Platform to invoke task chains and upload files. Provides tools for interacting with iFlytek's AI agent services through the Model Context Protocol.

Confluence Universal MCP Server

Enables interaction with Confluence through a unified API using the Model Context Protocol, providing tools for managing Confluence content and services.

PostgreSQL MCP Server

Enables natural language interaction with PostgreSQL databases through Amazon Q for querying data, listing tables, and describing schemas. It provides secure, read-only access with automatic row limits to ensure efficient database exploration.

protocols-io-mcp-server

A Model Context Protocol (MCP) server that enables MCP clients like Claude Desktop to interact with protocols.io, a popular platform for sharing scientific protocols and methods.

Studio Bridge

Connects Claude directly to Roblox Studio for building UI, editing scripts, running code, playtesting, and viewing the game in real-time.

DocAPI MCP

DocAPI is an MCP server that lets AI agents generate PDFs, capture webpage screenshots, and render invoices or documents from HTML templates or structured data, no browser required.

chronicle-mcp

Indexes and searches agent conversation logs from Antigravity and Cursor workspaces, enabling semantic search, token analysis, and benchmarking over local SQLite storage.

gdb-cli

A GDB debugging tool designed for AI Agents (Claude Code, etc.)

Example MCP Server with FastMCP

An educational example demonstrating how to build MCP servers in Python using FastMCP, showing how to expose tools, resources, and prompts to AI clients.

arcgis-branson

Provides access to City of Branson GIS open geospatial data including parcels, zoning, and public works via ArcGIS service tools for searching datasets, querying layers, and retrieving layer info.

mcp-ppt

design ppt

FirstReply MCP Server

Exposes FirstReply customer support operations as MCP tools, enabling AI assistants to browse conversations, draft replies, manage API keys, and access support statistics.

Fireblocks MCP Server

Enables AI assistants to securely interact with Fireblocks services through the Model Context Protocol, supporting transaction management, vault and exchange account queries, network connections, and workspace user management.

GGB Web MCP

A Model Context Protocol server that enables AI to interact with GeoGebra for mathematical visualization, offering over 25 tools for geometry, functions, algebra, and more.

Foxbrizio MCP

Converts Claude Desktop into a sports content production studio, enabling search of football transfer tweets and generation of complete videos with virtual presenters.

mcp-email-sender

An MCP server that enables AI agents to validate email addresses and send emails via SMTP with zero external dependencies.

CoderSwap MCP Server

Enables AI agents to autonomously create and manage topic-specific vector knowledge bases with end-to-end functionality including project creation, content ingestion from URLs, semantic search, and progress tracking. Provides a complete research workflow without exposing low-level APIs.

known-path

A lightweight MCP server that activates only trusted catalog assets for a data job, performs trust checks, and generates SQL artifacts.

MCP Leave Management

Simulates a leave management workflow for employees and managers, including leave application, balance checks, and approval processes.

mfp-mcp

Connect MyFitnessPal to Claude or any MCP client. Log meals, search food database with macros, track trends, and export nutrition history against your real MyFitnessPal diary.

Merge MCP Server

Provides integration between Merge API and LLM providers supporting the MCP protocol, allowing natural language interaction with Merge data across HRIS, ATS, and other categories.