发现优秀的 MCP 服务器

Elasticsearch MCP Server

使用模型上下文协议将代理连接到 Elasticsearch 数据，从而允许通过 MCP 客户端（如 Claude Desktop 和 Cursor）与 Elasticsearch 索引进行自然语言交互。

Petamind MCP

Enables agentic coding workflows in Claude Code through a multi-candidate patch evaluation loop that generates code variants, validates builds, scores results with mandatory vision testing, and automatically selects the best implementation.

MalwareBazaar_MCP

一个由人工智能驱动的 MCP 服务器，可自主与 MalwareBazaar 对接，为授权的网络安全研究工作流程提供实时的威胁情报和样本元数据。

PocketScout MCP

Enables AI assistants to rapidly gather and synthesize structural, chemical, conservation, and literature data about protein binding pockets for drug-target triage. Useful as a reconnaissance step before computational binder design.

evo-scry

MCP server for internet search via direct Google and DuckDuckGo HTML scraping with AI-powered result normalization and optional summarization, requiring no API keys for search.

codememory

Enables AI agents to locally search, query, and understand codebases with token-efficient context, dependency graphs, history, architecture diagrams, and metrics through MCP.

mcp-server-kaggle-exec

Enables running GPU-accelerated Python code on Kaggle from any MCP-compatible AI assistant without local GPU hardware.

MyArxivDB_MCP

Organizes personal research papers by crawling arXiv metadata, embedding abstracts, storing in a PostgreSQL database, and generating Related Work sections using LLMs.

miraya

Enables Claude to research audience, competitors, and trends, generate Hinglish campaigns and comic story posts, and publish draft content to Facebook and Instagram.

Istedlal MCP Server

Provides AI agents with access to file metadata, vector search, and workflow metrics. It enables operations such as file metadata retrieval and semantic search over file embeddings using pgvector.

Meilisearch MCP Server

Enables AI assistants to interact with Meilisearch through a standardized interface, supporting index and document management, search capabilities, settings configuration, task monitoring, and experimental vector search.

Rover MCP Server

Enables AI assistants to search for pet sitters, manage bookings, and handle pet profiles through the Rover pet services marketplace. It facilitates direct communication with sitters and service management using Playwright-based browser automation.

Enterprise Expense Automation System

Enables users to manage company departments, employees, expenses, and performance ratings through a natural language interface in Claude Desktop. It features 12 specialized tools for comprehensive CRUD operations and AI-powered organizational analysis using Google Gemini.

Kotlin Multi-Agent Orchestrator

Enables end-to-end generation, scaffolding, testing, diagnosis, and auditing of Kotlin applications for Android, Compose Multiplatform, Ktor, and Spring Boot through a coordinated team of specialized agents.

hot-content-mcp

Provides Baidu hot search and Bilibili trending video data for Claude and Cherry Studio, supporting retrieval, search, and cache management.

MCP Paradex Server

A bridge between AI assistants and the Paradex perpetual futures trading platform that enables retrieving market data, managing trading accounts, placing orders, and monitoring positions.

ISO 42001 AI MCP

ISO 42001 AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

discourse-mcp

Enables interaction with Discourse forums, especially those behind Cloudflare, using browser impersonation and rate limiting.

Unity MCP Template

一个通过 MCP 控制 Unity 的简单模板项目

bikefuchs-mcp-stub

A temporary placeholder MCP server that reserves the @bikefuchs namespace and exposes an informational tool about the upcoming Bikefuchs production server for bike price comparison.

OpenTIA-MCP

An MCP server that lets AI agents interact with Siemens TIA Portal via its Openness API.

ctx-memory

A fully local persistent memory layer for LLM coding agents (Claude Code, Codex, Gemini CLI, OpenCode). A shell wrapper intercepts tool invocations, fires hooks on every tool call, then runs a 3-layer pipeline (extract → compress to ≤500-token digest → merge into project memory doc) at session end. The next session gets prior context injected automatically.

mcp-google

MCP server for Google APIs — Gmail and Calendar tools for LLM agents.

MCP Server Template (TypeScript)

A minimal MCP server template for TypeScript with Streamable HTTP transport, bearer-token authentication, and a sample tool, designed for one-click deployment on Render.

MANNA

An MCP server exposing IVOA-compliant astronomical archives (NOIRLab Astro Data Lab, NRAO/ALMA, CADC, ESO, Gaia, …) to LLM clients.

SEI DEX MCP

Enables interaction with decentralized exchanges on the SEI blockchain through natural language commands. Supports token swapping, wrapping, liquidity pool queries, and automated trading strategies on DragonSwap.

Hana Compass API

用于所有 EHR 集成的 API 和 MCP 服务器，通过一个统一的 API 进行医学研究。

Mcpservers_awesome Mcp Servers

镜子 (jìng zi)

obscura-mcp

An MCP server adapter for Obscura, a lightweight Rust headless browser for scraping and AI agent automation.

Veri5ight MCP Server

使Claude能够与以太坊节点交互，允许用户通过自然语言检查ENS代币余额、查看智能合约代码以及解码交易。