发现优秀的 MCP 服务器

Smart Image Generator

Enables AI assistants to generate and edit images using Google's Gemini 2.5 Flash Image API with intelligent prompt enhancement. Supports text-to-image generation, image editing with natural language instructions, and advanced features like character consistency and multi-image blending.

truthstack-mcp

Supplement safety MCP server for AI agents. FDA FAERS signals, CYP450 pathways, 584 compound aliases. Works with Claude Desktop, LangChain, CrewAI.

code-shot

Renders source code as beautiful SVG or PNG images with syntax highlighting, line numbers, and diff support. Ideal for AI agents to present code visually to humans or for sharing snippets.

Sanções Reino Unido (HM Treasury)

Verifica se um nome consta na lista de sanções financeiras do Reino Unido (HM Treasury), para diligência de compliance e AML.

Redis

提供对 Redis 数据库的访问。该服务器使 LLM 能够通过一组标准化的工具与 Redis 键值存储进行交互。

Part 1. Real-Time LangGraph Agent with MCP Tool Execution

这个项目演示了一个解耦的实时代理架构，该架构将 LangGraph 代理连接到由自定义 MCP（模块化命令协议）服务器提供的远程工具。该架构支持灵活且可扩展的多代理系统，其中每个工具都可以独立托管（通过 SSE 或 STDIO），从而提供模块化和可云部署的可执行文件。

AgentContract MCP Server

Enables AI agents to create, sign, and enforce binding agreements with deliverables, deadlines, penalties, and a full lifecycle state machine.

mcp-server-ddd-template

A template MCP server using Domain-Driven Design, providing Bitcoin fee recommendations and a health check tool.

Palo Alto Device Server

Enables management of Palo Alto firewalls through their REST API, including system information retrieval, PAN-OS upgrades, HA firewall management via Panorama, content updates, and certificate management.

DocImprint Document Intelligence

Verifiable document intelligence for AI agents. Extract text, tables, and structured data from PDFs and URLs. Summarize, answer questions, check claims, and translate — all with cited evidence. Store tamper-evident evidence bundles with cryptographic signatures and on-chain attestation via Base L2. Cross-document semantic search and Q&A across named collections. Pay per call with USDC

Bitrix24 MCP Server

Enables AI agents to interact with Bitrix24 CRM through standardized MCP tools, including searching and managing contacts, deals, leads, tasks, and replying in chats.

Awesome-MCP-Servers-By-SpoonOS

MCP 帮助你在 LLM 的基础上构建代理和复杂的工作流程。

RunPod MCP Server

Enables interaction with the RunPod REST API to manage GPU pods, serverless endpoints, templates, network volumes, and container registry authentications through natural language.

Amazon Q Web Documentation Reader

Enables intelligent navigation and extraction of documentation from websites, allowing Amazon Q to automatically discover relevant pages, extract clean content, and retrieve code examples from web documentation.

blastengine-mailer

一个基于 TypeScript 的 MCP 服务器，它实现了一个邮件发送系统，允许 Claude 通过 blastengine 服务发送电子邮件。

AI Workstation Open Source Intelligence MCP Server

Enables researching, verifying, comparing, and composing open-source AI projects with transparent evidence and uncertainty boundaries through read-only tools.

linkd-mcp-server

Bridges the Linkdfund smart contract layer to MCP-compatible AI clients, exposing Soroban escrow management, milestone tracking, and cross-layer expenditure audit tools as callable XDR envelopes.

Django MCP Server

Enables LLM assistants to explore Django project structure through read-only resources and optionally execute Python code in a stateful Django shell environment. Provides access to project configuration, app details, model information, and interactive development capabilities.

JokesMCP

MCP server that delivers jokes upon request, adapting to user humor preferences and avoiding offensive content.

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.

Gaia-X Next-Generation Enterprise AI Application Platform Based on AI New Paradigm

Gaia-X: 面向 AI 新范式的下一代企业级 AI 应用平台。Gaia-X 旨在实现类人脑的、针对企业办公业务场景的 AI 化赋能，包括一系列新颖而稳定的企业级 AI 功能，包括但不限于：企业级管理功能、MCP Server 支持（且支持将企业内部系统 API 转换为 MCP Server 提供服务）、支持自然语言驱动的 RPA（大模型操作电脑）、划词分析和悬浮球等。

mcp-facture-electronique-fr

Model Context Protocol (MCP) server for French Electronic Invoicing (NF XP Z12-013). Provide tools to validate, generate, and explore API specifications for PDP/OD interoperability.

stock-research-assistant

A stock research MCP server that enables natural-language queries for market data, watchlist management, company analysis, and research note tracking, using FastMCP and Databricks Lakebase Postgres.

CPQ-BML MCP Server

Enables AI agents to interact with an Oracle CPQ BML workspace, allowing operations like pulling, validating, debugging, and deploying BML functions locally without exposing credentials.

Create a Custom Server

一个定制的 MCP 服务器，为 AI 助手提供算术计算工具和快速数学运算。

ai-visibility-mcp

Track brand visibility across ChatGPT, Perplexity, Claude, and Gemini.

gold402-mcp

Enables MCP-capable agents to search the curated gold-402 directory of x402 services, probe any endpoint for valid 402 payment terms, and optionally purchase a human editorial verdict for a resource.

parquet mcp server

一个强大的 MCP (模型控制协议) 服务器，提供用于操作和分析 Parquet 文件的工具。该服务器旨在与 Claude Desktop 配合使用，并提供四个主要功能：

Idencify

Whole-repo code graph for AI agents: impact analysis, dead code, cycles, semantic code search — 14 tools via hosted MCP endpoint.

gocreative-mcp

Keyless, pay-per-call compliance & regulated-data tools for AI agents: OFAC wallet + sanctions/PEP + KYB screening, SEC filings, FRED economics, FDA recalls, federal awards, and continuous monitoring (watch a wallet/company/brand for status changes). USDC via x402 on Base/Solana, no API key, no signup.