Discover Awesome MCP Servers

Multimodal RAG MCP Server

Connects Claude to a personal knowledge base with hybrid search over code, documents, and images. Allows the AI assistant to retrieve and answer from your own files during conversations.

Ultralytics MCP Server

A Model Context Protocol compliant server that provides RESTful API access to Ultralytics YOLO operations for computer vision tasks including training, validation, prediction, export, tracking, and benchmarking.

py-mcp-server-template

A template for creating custom MCP servers in Python using uv, with integration instructions for Claude Desktop or Cursor.

preset-mcp

MCP server for Preset (managed Apache Superset). Manage dashboards, charts, and datasets from Claude Code and other LLM agents.

POEditor MCP Server

Enables comprehensive translation management through POEditor's API with project, language, term, and translation operations. Includes automation scripts for reporting, monitoring, AI-powered suggestions, and multi-format exports.

Kiwoom API MCP Server

Provides tools to search and retrieve detailed documentation for the Kiwoom REST API, including parameters, categories, and code examples. It enables LLMs to generate request snippets in multiple programming languages to facilitate financial trading API integration.

Vibe Blocks MCP

Connects Roblox Studio to AI coding editors via the Model Context Protocol, allowing AI agents to understand and interact with live Roblox Studio sessions through scene manipulation, scripting, and optional Roblox Open Cloud API integration.

mcp-infoblox

An MCP server that provides AI assistants with full access to Infoblox NIOS for managing DNS records, DHCP reservations, and IPAM through the WAPI REST API. It supports 35 tools for network discovery, record lifecycle management, and grid infrastructure status.

Sunex Optics MCP Server

Enables AI assistants to search Sunex's lens and imager catalog using natural language queries. It provides tools for finding compatible lenses, sensor specifications, and product details through a public Model Context Protocol server.

Netlify Express MCP Server

A basic example MCP server deployed as a Netlify serverless function using Express. Demonstrates how to run Model Context Protocol servers in a serverless environment with proper routing configuration.

fal-mcp

Image generation for Claude using every model on fal.ai, inline in conversations. Supports FLUX Schnell, Ideogram, SDXL, and more with privacy option via Venice.ai.

a11y-mcp-server

An MCP server for accessibility auditing that provides WCAG 2.2 criteria lookup, HTML remediation guidance, and automated documentation generation for UI components. It enables users to analyze code snippets for issues and generate professional accessibility audit reports.

AnythingMCP

A self-hosted MCP gateway that turns REST, SOAP, GraphQL, and SQL endpoints into MCP tools, enabling AI clients like Claude and ChatGPT to interact with legacy and modern APIs without code changes.

LINE Bot MCP Server

Enables AI agents to send messages, manage rich menus, and interact with users through LINE Official Accounts via the LINE Messaging API. Supports both individual messaging and broadcasting to all followers with text and customizable flex messages.

Equinix Fabric MCP

An MCP server that enables AI assistants to manage network infrastructure through the Equinix Fabric API, including ports, connections, and service profiles. It provides 22 tools for tasks like creating virtual connections, managing service tokens, and querying metro locations.

Brandfetch MCP Server

Enables AI assistants to fetch company logos, brand colors, fonts, and corporate information from the Brandfetch API using domain lookups or keyword searches.

localSMTP-mcp

Provides a dummy SMTP server for catching emails during development, with MCP tools to list, retrieve, and manage received messages.

BankRegPulse

BankRegPulse MCP Server connects AI assistants to live banking regulatory data from 100+ sources including OCC, FDIC, CFPB, Federal Reserve, and all 50 state banking departments. Three tools: daily intelligence briefings, regulatory podcast audio, and pre-formatted LinkedIn posts — all updated daily at 6 AM EST.

MCP Bun Server

Provides AI assistants with powerful tools to execute, optimize, and manage JavaScript/TypeScript projects using the Bun runtime.

OpenAI Image Generation MCP Server

Enables image generation using OpenAI's DALL-E and GPT-Image models directly through the Model Context Protocol. It allows users to create and save images with fine-grained control over parameters like size, quality, and background transparency.

mcp-memory-graph

A context-aware memory MCP server with authority weighting, conflict detection, and typed relationship edges for intelligent memory retrieval.

Edge TTS MCP

A cross-platform MCP server that enables Claude to speak using Microsoft Edge TTS with support for over 300 voices across 50+ languages. It requires no API keys and allows for customization of speech rate, volume, and pitch.

Claude Code Gemini MCP

Enables Claude Code to call Gemini models through an OpenAI-compatible API, providing tools for deep analysis, brainstorming, code review, and general queries using Gemini's capabilities.

mcp-ynab

FastMCP server that exposes the YNAB API for budget management, enabling interaction with YNAB data through MCP tools.

RPA MCP Server

Provides comprehensive desktop automation capabilities including AI-powered vision, OCR, and mouse/keyboard control via a Spring Boot REST API. It enables users to execute multi-step workflows, manage files, and automate browser interactions.

leximo-ai-call-assistant-mcp-server

An MCP server that lets you schedule AI phone calls and manage Leximo assignments directly from Claude Desktop or Claude Code.

AWP MCP Server

Provides tools for AI assistants to access the Agent Web Protocol (AWP) specification, validate agent.json files, and generate protocol-compliant configurations. It enables developers to integrate the AWP standard into their websites through natural language prompts and automated validation.

LangChain Agent with MCP Servers

使用带有 MCP 服务器的 LangChain Agent：使用 LangChain MCP 适配器进行工具集成。