发现优秀的 MCP 服务器

docubridge

Provides AI assistants with direct access to local Markdown documentation libraries, enabling them to list, read, and search through docs on demand.

RoyceCo Victorian Property Data MCP

Enables live access to free, open Victorian government spatial data for property due diligence, covering site screening, planning controls, parcels, contamination, heritage, and flood checks without API keys.

secondbrain-mcp

Enables Claude clients to search, read, and write to a Markdown second brain vault via GitHub, with tools for retrieval, capture, and knowledge graph consistency.

Instagram DM MCP Server

启用 AI 助手以使用 Model-Consumer Protocol 和 instagrapi 读取和发送 Instagram 私信。

TrendRadar

A real-time news and hot spot aggregation server that monitors multiple platforms like Weibo, Zhihu, and Bilibili. It enables AI assistants to fetch, filter, and analyze trending topics through the Model Context Protocol for personalized information tracking.

Multi-Agent Council Review

Orchestrates multiple LLM agents to perform parallel code review, then synthesizes and votes on suggestions to rank improvements by consensus.

strudel-mcp

Enables LLMs to interact with Strudel, a JavaScript live coding music environment, by executing patterns, retrieving states, and accessing documentation.

vectorlane

Provides a local vector memory store for AI agents with semantic search, offline embeddings, and MCP integration, enabling tools like Claude and Cursor to store and retrieve information without cloud dependencies.

Remote MCP Server Authless

Deploy a remote MCP server on Cloudflare Workers without authentication, enabling integration with AI Playground and Claude Desktop.

ATLAS Governance Gateway

A secure middleware that intercepts AI agent tool calls to evaluate risks and manage human-in-the-loop approvals via durable Inngest workflows. It ensures compliance with standards like the EU AI Act by pausing high-risk actions until authorized by a human reviewer.

Amazing Marvin MCP

Connects your Amazing Marvin productivity system with AI assistants like Claude for intelligent task management, enabling personalized productivity advice and seamless task operations.

inavi-mcp

An MCP server for the iNavi Maps API that gives AI assistants iNavi Maps API specifications and ready-to-use HTML templates for interactive map visualizations (geocoding, POI search, route planning).

SportsQuant MCP Server

Provides AI agents with professional-grade tools for expected value calculation, Monte Carlo predictions, historical backtesting, and portfolio risk management in sports betting.

MCP API Tools

FastAPI server with Google Gemini AI integration that provides auto-routing to multiple tools including weather, news, web search, dictionary, and quotes APIs through natural language prompts.

MCP Plugin for ElizaOS

允许代理连接到 MCP 服务器的 ElizaOS 插件

dsh-peak-scheduler

MCP server that defers non-urgent tasks to off-peak hours, saving ~50% on DeepSeek API costs without blocking users.

MCP Server UniFi

一个服务器实现，通过封装 UniFi 网络 API，使 AI 代理（如 Goose 和 Claude）能够与 UniFi 网络设备进行自然语言交互。

MCP Python Interpreter

一个模型上下文协议服务器，允许大型语言模型（LLM）与 Python 环境交互，执行代码，并在指定的工作目录中管理文件。 (Alternative, slightly more formal translation): 一个模型上下文协议服务器，它允许大型语言模型 (LLM) 与 Python 环境进行交互，执行代码，并在指定的工作目录下管理文件。

Cisco NSO MCP Server

Enables AI-powered network automation through natural language interactions with Cisco NSO, providing access to device management, configuration retrieval, sync operations, and service orchestration via the RESTCONF API.

Remote MCP Server on Cloudflare

一个模型上下文协议（Model Context Protocol, MCP）服务器的实现，该服务器运行在 Cloudflare Workers 上，并支持 OAuth 登录。它允许 Claude 和其他 AI 模型通过 MCP 标准访问各种工具。

Gmail MCP Summarizer

Enables AI models to fetch and summarize Gmail messages, send emails with attachments, and convert text content into PDFs. It streamlines email-based workflows like automated reporting and task management through the Model Context Protocol.

mcp-calculator

Enables users to perform mathematical calculations through natural language by integrating an AI model with calculator tools via the Model Context Protocol.

Character Counter MCP Server

Provides a tool to count occurrences of specific characters in text, serving as a simple example of building MCP servers with FastMCP and Python.

RViz Map Image MCP

Converts a live ROS 2 occupancy map into shareable images (PNG/JPEG/base64) and provides tools for map metadata, coordinate conversion, corner goal finding, and Nav2 navigation commands.

BRAINS MCP Server

Provides MCP tools for lead qualification, enabling evidence gathering from CRM, scoring, and knowledge base with role-based access and deterministic decision gating.

flin-imgbb-mcp

MCP server for uploading images to ImgBB from Claude-compatible clients.

JWT AI MCP

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

X Algorithm Toolkit

Tweet scoring using X's actual algorithm weights - 22 signals, 18 filters, 11 tools

HWPX Excel QGIS MCP

Local MCP server enabling Codex to inspect and edit HWPX documents, Excel spreadsheets, and QGIS QGS/QGZ projects on Windows with safety and fidelity.

Asian Financial Filings MCP Server

Provides comprehensive access to financial filings from 7,700+ Asian companies through Japan's EDINET and South Korea's DART systems, enabling search, retrieval, and analysis of financial statements, XBRL data, and dimensional breakdowns.