发现优秀的 MCP 服务器

Long-Term Memory

A persistent, self-organizing memory MCP server for AI assistants, using semantic search, knowledge graphs, and reinforcement learning to automatically manage and retrieve memories.

io.github.shigechika/junos-mcp

MCP server for Juniper networks, enabling AI assistants to execute CLI commands, manage configuration, perform upgrades, and run diagnostics on Junos devices via STDIO transport.

ros2_medkit_mcp

A thin MCP adapter that connects an LLM to the ros2_medkit SOVD HTTP API, enabling discovery, data retrieval, operation execution, and configuration management for ROS 2 systems.

dsh-visual-skin

Provides 26 MCP tools for designing, previewing, and safely applying visual skins to DeepSeek Harness, enabling AI agents to perform complete skin workflows from image upload to theme application.

BIP MCP Server

Enables AI-powered natural language queries about BIT Information Portal (BIP) data by integrating with BIP APIs through session management. Uses Google Gemini to intelligently route questions to appropriate endpoints and generate contextual answers about students, departments, courses, faculty, and achievements.

Google Photos MCP Server

Enables AI assistants to search, browse, and retrieve metadata and images from your Google Photos library. It supports content-based filtering, album listing, and location extraction via STDIO and HTTP transports.

Lighthouse MCP

Enables AI models to perform Google Lighthouse website performance analysis, including Core Web Vitals, accessibility, SEO audits, and actionable optimization recommendations. Provides comprehensive web performance insights through natural language interactions.

tgmcp

Enables AI agents to interact with Telegram accounts through MCP, supporting messaging, contacts, groups, media, and admin functions.

Retail Supply Chain Analysis MCP

使用户能够上传零售数据，分析趋势，优化库存，并使用人工智能驱动的洞察预测销售额，相当于一位资深供应链专家。

Imag8 Studio — style-locking AI image generation for agents.

Define one master style once (lighting, mood, composition, colour) and generate unlimited matching images with different subjects. Hosted remote MCP at https://imag8.art/api/v1/mcp with tools imag8_generate_image, imag8_suggest_variations, imag8_get_account_status. Works with Claude, Cursor, ChatGPT and custom agents. Free tier: 10 credits/month.

AgentTrace

MCP server for tracing, logging, and debugging multi-agent systems by capturing sessions, spans, and events in a queryable trace tree.

AgentGuard MCP Server

Provides policy-driven runtime authorization and security evaluation for MCP-based agents, including MCP streaming HTTP gateway, mock MCP servers, deterministic agent demos, and audited tool invocation with redacted PostgreSQL audit chains.

rabbitmq-mcp

An MCP server for RabbitMQ that exposes the RabbitMQ HTTP API as tools, enabling natural language interaction with RabbitMQ management.

MCP Data Visualization Server

Enables creating interactive data visualizations from natural language queries using DuckDB for local databases or Databricks for enterprise data warehouses. Supports multiple chart types, CSV imports, SQL queries, and automatic statistical analysis through Claude Desktop.

Alpha Vantage MCP Server

A comprehensive MCP server that provides access to Alpha Vantage's financial data APIs, including stocks, forex, crypto, commodities, and economic indicators, enabling users to retrieve real-time quotes, historical data, technical indicators, and market intelligence through natural language.

SEFAZ SP: Certidão Negativa de Débitos

Enables querying SEFAZ SP for negative debt certificates (Certidão Negativa de Débitos) directly from official sources. This read-only, hosted MCP server offers a single consultation tool that works with any MCP-compatible client.

logbook-mcp

A local MCP server for AI agents to log activities, query logs, and leave notes for each other, featuring a web UI and REST API.

MCP Vista CRM Loft

Enterprise-level MCP server integrating with Vista CRM (Loft Edition) for real estate operations, offering 40+ tools for property search, pipeline management, lead capture, and agenda control.

MCP Dev Network

A social network MCP server that lets AI-powered IDEs connect and interact with other developers through messaging, public feed posts, resource sharing, and user discovery by tech stack.

Portfolio Rotation MCP Server

MCP server for portfolio rotation analysis. Score holdings and candidates across 5 dimensions, identify optimal swaps, validate with risk checks and backtests.

AgentAudit MCP

Provides an immutable, tamper-evident audit trail for AI agents, enabling event logging with cryptographic chaining, search, verification, and statistics.

RAG MCP Server

An API that enables document querying through a Retrieval-Augmented Generation system implemented with Memory-Controller-Policy architecture for improved maintainability and scalability.

Lazy Toggl MCP Server

Provides tools to start/stop time tracking, list workspaces, and view current entry in Toggl.

wechat-reader-mcp

MCP server for reading WeChat public account articles by reusing authenticated browser sessions, handling captchas and rate limits.

@semidark/mcp-litellm-searxng

Enables web search through a LiteLLM proxy's SearXNG-backed search endpoint.

MiniMax-Coding-Plan-MCP

Specialized MCP server for coding workflows with web search and image analysis tools.

Orion Salesforce MCP Server

Enables natural language querying and data manipulation of Salesforce orgs, with intelligent SOQL/SOSL generation, cross-object search, and enterprise-ready features optimized for wholesale distribution systems.

Registradores (ARISP) Certidão: Download de Recibo

Este servidor MCP permite consultar recibos oficiais do Registradores (ARISP) de forma somente leitura, permitindo download de recibos de certidões para integração com agentes de IA.

MCP server for Obsidian

MCP 服务器通过 Local REST API 社区插件与 Obsidian 交互。