Discover Awesome MCP Servers

jmeter-mcp

Integrates Apache JMeter with AI assistants to run and manage load tests through natural language. It enables users to execute test plans, parse results, inspect test structures, and compare performance metrics across different runs.

Inspire MCP Server

A Model Context Protocol server that enables searching for similar images by text description, integrating Inspire's backend image search capabilities with LLM interfaces like Claude Desktop.

mycrab-mcp

An MCP server that enables AI agents to create instant public HTTPS URLs via Cloudflare Tunnels on mycrab.space. It provides tools for checking subdomain availability, setting up temporary tunnels, and managing permanent subdomains using Solana payments.

xigua-MCP

A protocol implementation that extends AI capabilities by enabling language models to interact with external systems through remote control, notes, email operations, and knowledge search.

BBOT MCP Server

Enables users to run and manage BBOT security scans through the MCP interface. Provides comprehensive tools for executing reconnaissance scans, monitoring progress, and retrieving results with support for concurrent scanning operations.

AI Therapist MCP Server

Provides emotional support and mental health tools for AI agents, including crisis intervention, daily wellness check-ins, coping strategies, positive affirmations, and peer support for managing stress and emotional wellbeing.

Pinata MCP

赋予 Claude 访问 Pinata API 的权限，使其能够与公共和私有 IPFS 进行交互，以实现文件上传、搜索、组织和内容检索。

RAG-MCP

A Python server that enables retrieval-augmented generation through semantic, question/answer, and style search modalities using PostgreSQL and pgvector for embedding storage and retrieval.

CoinGecko MCP Server

CoinGecko MCP 服务器

TBC Guidelines Automation System

Provides real-time TBC Bank development standards compliance checking and code review tools. Integrates with GitHub Copilot and development workflows to automatically enforce coding guidelines and reduce violations.

Loki MCP Server

一个 MCP 接口，允许 AI 助手使用 LogQL 查询和分析 Grafana Loki 日志，并支持身份验证和各种输出格式。

🧠 serverless-mcp-server

一个超简单的模型上下文协议 (MCP) 服务器，部署在 AWS Lambda 上，并通过 Amazon API Gateway 暴露出来，使用 Serverless Framework 部署。

Web Search

无需 API 密钥，即可使用 Google 搜索结果进行免费网络搜索，并返回包含标题、URL 和描述的结构化结果。

Blue Perfumery MCP Server

A Model Context Protocol server that provides AI assistants with access to Blue Perfumery's perfume collection data, enabling users to search, compare, and purchase fragrances through natural language interactions.

CreatorDB MCP Server

Provides comprehensive influencer marketing data from Instagram, YouTube, and TikTok via the CreatorDB Headless API V3. It enables advanced creator search, profile analysis, and access to performance metrics and audience demographics.

Gemini MCP Server

Enables integration with Gemini AI through Claude Code, providing tools to execute queries to Gemini including basic requests and unsafe operations with auto-confirmation.

MySQL MCP Server

Enables AI assistants to securely interact with MySQL databases through tools for query execution, schema inspection, and transaction management. It features built-in safety controls like row limits and query validation to ensure safe and standardized database access.

Ramp Developer MCP Server

Enables AI assistants to access Ramp's developer documentation and API schemas through natural language queries. Provides contextual answers about API endpoints, authentication methods, data relationships, and implementation patterns for developers building on Ramp's platform.

Q-SYS MCP Server

Enables control and monitoring of Q-SYS audio/video systems through WebSocket connection. Provides tools for discovering components, reading/setting control values, and managing system status with built-in protection for critical controls.

Buttondown MCP Server

使人工智能和大型语言模型系统能够与 Buttondown 新闻邮件服务进行交互，通过模型上下文协议接口支持邮件起草、安排发送时间、检索分析数据和列表管理。

Paper Distill MCP Server

An academic research tool that enables users to search across nine major paper sources, rank results with AI-driven criteria, and automate paper notifications to multiple platforms. It streamlines literature management through integrated support for Zotero, Obsidian, and personal library website generation.

NPM MCP Server

镜子 (jìng zi)

MCP Server Template

一个启动模板，用于构建模型上下文协议（Model Context Protocol）服务器，该服务器可以与 Cursor 或 Claude Desktop 集成，从而允许开发者为 AI 助手创建自定义工具和扩展。

MCP Server Template

A minimal FastMCP server template for Render deployment with streamable HTTP transport. Provides a starting point for building custom MCP servers with easy one-click deployment capabilities.

gemini_mcp

A bridge that connects the Model Context Protocol to the Gemini CLI via the Agent Client Protocol (ACP) for high-performance, stateful AI interactions. It enables MCP clients to leverage Gemini's autonomous capabilities, including multi-modal support and built-in tool execution, without cold-start overhead.

nox-mcp

An MCP server that enables AI assistants to discover and execute Nox sessions for project automation tasks like testing, linting, and building. It provides tools to list available sessions and run them using specific Python versions, tags, or keyword expressions.

Zoom API MCP Server

An MCP (Multi-Agent Conversation Protocol) Server that enables interaction with the Zoom API through natural language commands, auto-generated using AG2's MCP builder.

Neo4j Knowledge Graph Memory Server

用于 AI 助手的增强型知识图谱内存服务器，使用 Neo4j 作为后端存储引擎，能够进行强大的图查询，并高效存储用户交互信息，完全兼容 MCP 协议。

PromptShop

一个服务器，通过模型上下文协议提供由人工智能驱动的图像生成、修改和处理能力，利用 Google Gemini 模型和其他图像服务。