Discover Awesome MCP Servers

Semantic Scholar MCP Server

Provides direct access to 200M+ academic papers from Semantic Scholar, enabling paper search with advanced filters, author discovery, citation analysis, and AI-powered paper recommendations through natural language.

Remotion Video Generator

Enables AI assistants to create professional YouTube videos using Remotion with a design-system-first approach. Provides 20+ video components, 7 themes, and animated elements optimized for engagement and retention.

MCP Server

A modular server based on Model Context Protocol (MCP) that provides weather queries, mathematical calculations, and search functionalities.

DICOM/HL7/FHIR Interoperability MCP Server

Built by a healthcare IT engineer with 19 years of PACS/RIS/integration experience. Bridges DICOM, HL7v2, and FHIR — maps between standards, decodes vendor private tags (GE, Siemens, Philips), generates Mirth Connect channels, and explains integration patterns. 12 tools covering tag lookup, message parsing, cross-standard mapping, and channel generation.

GraphQL Schema

一个 MCP 服务器，它向像 Claude 这样的 LLM 暴露 GraphQL schema 信息。这个服务器允许 LLM 通过一套专门的工具来探索和理解大型 GraphQL schema，而无需将整个 schema 加载到上下文中。 (Alternative translation, emphasizing the functionality:) 一个 MCP 服务器，其作用是将 GraphQL schema 信息提供给像 Claude 这样的 LLM。 该服务器提供了一系列专用工具，使 LLM 能够探索和理解大型 GraphQL schema，而无需将整个 schema 加载到其上下文环境中。

Nipoppy MCP Server

An interface for the Nipoppy neuroimaging framework that enables AI agents to list files and manage clinical datasets. It facilitates interaction with neuroimaging data organized according to the Brain Imaging Data Structure (BIDS) standard.

CVE Checker for Node Modules

Enables checking npm packages for known security vulnerabilities using the OSV API before installation. Supports both single package checks and bulk vulnerability scanning for multiple packages at once.

mcpkit

mcpkit enables rapid creation of MCP servers with Zod-based tool definitions, automatic schema generation, and built-in validation, reducing boilerplate significantly.

Deep Code Reasoning MCP Server

Pairs Claude Code with Google's Gemini AI for complementary code analysis, enabling intelligent routing where Claude handles local-context operations while Gemini leverages its 1M token context for distributed system debugging and long-trace analysis.

TTS-MCP

一个模型上下文协议（Model Context Protocol，MCP）服务器，集成了高质量的文本转语音（Text-to-Speech，TTS）功能，可与 Claude Desktop 和其他 MCP 兼容的客户端配合使用，支持多种语音选项和音频格式。

devir

A command-line interface and MCP server for managing and monitoring multiple development services through a unified terminal UI. It enables users to interact with service logs, filter messages, and control development environments directly via Model Context Protocol integration.

Mempool MCP Server

A Model Context Protocol server that provides real-time Bitcoin blockchain and mempool data to AI clients, allowing access to comprehensive Bitcoin network information through various data tools.

TrainerML

Advanced machine learning platform with MCP integration that enables automated ML workflows from data analysis to model deployment, featuring smart preprocessing, 15+ ML algorithms, and interactive visualizations.

notion-local-ops-mcp

Enables Notion AI to interact with local files, execute shell commands, and delegate complex tasks to local AI agents. Provides file operations, command execution, and task delegation capabilities for local workspace management.

Central-Memory-MCP

Model Context Protocol (MCP) memory server built with Azure Functions and TypeScript, providing persistent knowledge graph storage for your preferred MCP client. Inspired by and forked from @modelcontextprotocol/server-memory

Universal Database Gateway

通用数据库 MCP 服务器，连接到 MySQL、PostgreSQL、SQLite、DuckDB 等。

AI Picture MCP Server

An MCP server that integrates Alibaba Cloud DashScope's FLUX model to provide AI-powered image generation optimized for web design workflows. It enables users to generate high-quality web assets like hero images and product mockups using natural language prompts.

Kali MCP Server

Enables LLMs to execute Kali Linux security tools like nmap, sqlmap, and hydra in a secure, sandboxed environment. Provides both MCP and HTTP API interfaces for penetration testing and security assessment tasks.

irpp-mcp

A Python MCP server that calculates French income tax using the official DGFiP source code compiled locally. It enables accurate tax simulations for 2023 income based on real French tax forms without network calls.

CPPCon MCP Server

An MCP server that enables users to compile C++ code and retrieve assembly output through the Compiler Explorer (godbolt.org) API. It supports standard tool calls and Server-Sent Events for streaming compilation status and results.

YouTube Transcript Extractor MCP

一个模型上下文协议（Model Context Protocol）服务器，它使 AI 助手能够从 YouTube 视频中提取文本记录，从而允许 AI 直接分析和处理视频内容。

LeaveManager

A Model Context Protocol server that enables users to manage employee leave through natural language. It provides tools to check leave balances, apply for leave, and view leave history via Claude integration.

Realty In Au MCP Server

Enables access to Australian real estate data through the Realty In Au API, supporting property listings, agent/agency information, property details, school lookups, and property search with various filters.

Notion MCP Server

Connects AI assistants to Notion workspaces, allowing users to search, create, and manage pages or databases through natural language conversations. It supports complex database querying, content updates, and workspace organization via the Model Context Protocol.

SOAR MCP Server

Integrates SOAR (Security Orchestration, Automation and Response) capabilities into AI clients, enabling security playbook execution, event management, and threat intelligence queries. Provides a complete security incident response platform through natural language interactions.

JIRA Zephyr MCP Server

Enables comprehensive test management with JIRA's Zephyr system, allowing users to create and manage test plans, execute test cycles, track progress, and generate reports through natural language.

GitLab MCP Server

一个模型上下文协议服务器，可以通过自然语言与 GitLab 账户交互，从而管理代码仓库、合并请求、代码审查和 CI/CD 管道。

Open Legal Compliance MCP Server

Enables AI assistants to search and analyze legal documents from multiple jurisdictions including US federal and state law, case law, EU regulations, UK legislation, Canadian law, Congress bills, SEC filings, and FDA data through free government APIs.

MCP Spec Generator

Generates project specifications and file structures using Claude AI through MCP integration. Enables users to describe project ideas and automatically create corresponding documentation and project files.

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