发现优秀的 MCP 服务器

Real Estate MCP Server

Enables structured real estate workflows including property search, agent/client management, market intelligence, mortgage calculations, valuation, investment analysis, and document ingestion, with offline-first capabilities and optional live data integrations.

WorldBank GDP & Employment MCP Server

An MCP server that interfaces with the WorldBank API to retrieve economic and labor market data such as GDP and employment indicators. It allows LLMs to query global development statistics including unemployment rates, labor force participation, and sectoral employment data.

agent-memex

Free, persistent memory layer for AI agents, enabling storage and semantic search of memories via MCP or REST.

MCP Router

A service discovery and proxy for MCP servers that enables registration, discovery, and execution of tools on remote MCP servers. Uses vector-based similarity search through Alibaba Cloud services to intelligently route requests to appropriate MCP services.

BigQuery Validator

Enables validation and dry-run analysis of BigQuery SQL queries without execution. Provides cost estimates, schema previews, and syntax validation for BigQuery queries.

gnomAD MCP Server

Enables AI assistants to query genetic variant data, gene constraints, and population genetics information from the gnomAD (Genome Aggregation Database) through its GraphQL API. Supports searching for genes and variants, retrieving constraint scores, analyzing population frequencies, and accessing genomic coverage data.

MeuralMCP

Provides MCP tools for coding agents to inspect and control Meural Canvas devices on the local network, including listing devices, getting status, and setting the current image.

NFTS Memory MCP

Self-hosted SQLite-backed memory server for Claude that syncs memories across claude.ai, Claude Desktop, and Claude Code via a single MCP server with OAuth.

MCP Time Server Node

Provides comprehensive time manipulation capabilities including timezone conversions, date arithmetic, business day calculations, duration calculations, and recurring event handling. Enables natural language time queries with high performance and intelligent caching.

GitHub MCP Lightweight

Provides efficient bulk analysis of GitHub issues and pull requests with 90%+ smaller responses than full GitHub API by returning only essential fields (id, url, title, body, comments).

Sample MCP Server

AI assistant application that integrates FastMCP server with MongoDB Atlas knowledge base, enabling direct MCP tool calling for document search and retrieval through a complete REST API.

paper-trader-mcp

A simulation-only MCP server for recording US-equity order intents and estimating outcomes from historical Alpaca NBBO quotes, without placing live orders.

quantum-resource-estimator

Estimates physical quantum resources (qubit count, runtime) for quantum algorithms on fault-tolerant hardware through natural language queries.

Piriod MCP Server

Connects Claude with Piriod.com API to manage invoicing and payments, enabling listing/creating invoices, searching customers, and viewing payments through natural language.

Kalshi MCP Server

Self-hosted MCP server for trading on Kalshi prediction markets via DFlow on Solana, enabling account management, market discovery, trading, swaps, transfers, and redemption.

OpsDesk

A remote MCP server that lets a commerce operations agent investigate and resolve stuck orders without escalating to engineering or needing database access. It diagnoses order issues, proposes safe remediations, and requires human confirmation before executing any changes.

Meshy MCP Server

Enables AI agents to create, manage, and download 3D models, textures, images, rigged characters, and animations through natural conversation.

Open MCP Server

一个用于众多第三方软件和第三方 API 的模型上下文协议 (MCP)。一旦部署，此服务可以为您的 AI 平台提供增强的支持，例如使您能够使用 Dofi 来完善您的平台。

Pokémon Champions MCP Server

Provides accurate competitive Pokémon information for Pokémon Champions, including damage calculation, type effectiveness, Pokémon data, and regulation legality checks.

coppeliasim-mcp

An MCP server that lets Claude Code or any MCP client drive a running CoppeliaSim 4.10 simulation--building scenes, moving objects, creating joints and proximity sensors, running simulations, and reading sensors--without exposing arbitrary Lua execution.

Weather MCP Server

Enables real-time weather queries for 12 major Chinese cities and global locations using the wttr.in API. Built on the HelloAgents framework with no API key required.

stack-overflow-mcp-light

MCP server for searching Stack Overflow questions and retrieving answers with body content, supporting advanced filters and multiple transport types.

GitPilot MCP

GitPilot is an MCP server that connects GitHub issues, local code, and verification runs, providing a stateful AI control plane with human approval gates for patching and draft PRs.

SIBI

MCP server that analyzes interpersonal disputes and provides a fault ratio based on facts, emotions, context, and relationship dynamics.

context-usage-mcp

Exposes a get_context_usage tool that reports raw token usage from session transcripts for Claude Code and OpenAI Codex CLI, enabling agents to check context size and branch behavior.

glp1forum-mcp

MCP server that searches and reads https://glp1forum.com (a XenForo forum) via system curl, providing tools for full-text search, thread reading, image downloads, and forum browsing without any API keys.

Tweek MCP Server

An MCP server that integrates with the Tweek API to manage calendars, tasks, and custom colors. It enables users to perform full task CRUD operations, list accessible calendars, and fetch color preferences through secure authentication.

xianyu-mcp

Enables AI agents to search Xianyu second-hand marketplace for product prices with automatic cookie detection.

Cortex

A plug-in layer for AI coding agents that adds remote access via Telegram, self-evolving tool generation, agent-to-agent communication, session capture/replay, and semantic memory through MCP servers.

amrita-companion-mcp

A minimal NitroStack starter template with a calculator module including tools, resources, and prompts for learning MCP server fundamentals.