发现优秀的 MCP 服务器

unfour

Local-first backend developer workspace exposing API debugging, SSH, database, workspace, and diagnostics tools to AI agents through a local MCP server

AI Agent Marketplace Index Search

Enables searching for AI agents by keywords or categories, allowing users to discover tools like coding agents, GUI agents, or industry-specific assistants across marketplaces.

Code Guardian Studio

An MCP server that transforms Claude Code into an intelligent refactoring assistant, enabling code scanning, hotspot detection, optimization reports, and safe refactoring for large repositories.

Cabal-Hunter

On-chain Solana token safety for trading agents — traces coordinated wallet funding, same-block Jito bundles, serial-rug deployers and live coordinated dumps into one Exit-Liquidity Risk verdict before a swap. Free tier, then $0.02 USDC/query via x402.

ideb-mcp

Exposes Brazilian education data (IDEB) by municipality for consultation via Claude. Covers 10 cycles (2005-2023) with observed IDEB, targets, math/Portuguese scores, and flow indicator.

Support Agent MCP

Provides order lookup, customer lookup, and refund issuance tools with categorized errors to ensure accurate routing and distinguish access failures from valid empty results.

Jira MCP Server

一个模型上下文协议（Model Context Protocol）服务器，它使像 Claude 这样的 AI 助手能够与 Jira 交互，从而允许通过自然语言查询执行项目管理任务，例如列出项目、搜索问题、创建工单和管理迭代。

graphite-mcp

MCP server for the Graphite Financial Knowledge Graph, enabling natural language queries about companies, supply chains, executives, regulations, and patents via MCP-compatible clients.

nautobot_mcp

A Model Context Protocol (MCP) server for interacting with Nautobot APIs using semantic search and dynamic API requests.

MCP Server Template

A production-ready Python scaffold for building Model Context Protocol (MCP) servers using FastMCP. It provides a structured framework for developers and AI agents to rapidly develop, test, and manage custom tools and workflows.

Chaos Mesh MCP Server

Enables AI assistants to perform chaos engineering and resilience testing on Kubernetes clusters through Chaos Mesh. Supports creating and managing 24 types of chaos experiments including network failures, stress tests, pod disruptions, and I/O faults through natural language conversations.

nautilus-compass

Enables AI agents to retain memory of past interactions and detect behavioral drift, preventing repeated mistakes without LLM token extraction.

GHL Multi-Account MCP Proxy

A unified MCP server that manages multiple GoHighLevel (JONSON) accounts, enabling Claude to schedule posts and manage social media accounts for different clients through a single connection.

tender-documents-mcp

Safely downloads and extracts public tender documents from PDFs, Office files, and ZIP archives into text with structured signals, while also supporting document comparison and base64 extraction.

mcp-scb-se

Enables querying Statistics Sweden PxWeb data through tools for navigating subjects, retrieving table metadata, and pulling data using PxWeb query objects.

Open Review Assistant

Provides a privacy-first adaptive review engine with local SQLite storage, enabling item creation, due review retrieval, grading, and statistics via MCP tools.

fallbookspaper-mcp

MCP server for foldkit that exposes 7-prime spine, 7 κ-bands, and 6 fold operations as tools/resources, enabling state folding, κ-band classification, and fold operations in any MCP client.

divergent-thinking-mcp

Provides a comprehensive creative thinking tool with methods like structured process, perspective shift, and constraint-based innovation to enhance divergent thinking.

Iterator MCP Server

Enables users to process large datasets record by record, supporting JSON Lines and JSON with jq expressions, with stateful navigation, result tracking, and export capabilities.

ableton-mcp-loopback

A loopback-bound MCP server that enables MCP clients to control Ableton Live (set tempo, create tracks/clips, add MIDI notes, start/stop playback) over a secure local-only connection.

mcp-memory-gateway

A FastAPI + FastMCP shared-memory gateway in front of Honcho v3 that provides a single shared brain for multiple AI agents to read from and write to, enabling context recall and change logging through bearer-authenticated endpoints.

usenami-mcp

Perp-first funding rate & RWA spread data for AI agents. 30+ CEX/DEX venues, 6 tools (4 x402-paywalled, 2 free), bring-your-own-wallet via Base mainnet.

Playwright MCP Quickstart

Enables AI agents to control a local browser via Playwright's accessibility tree, allowing automated web interactions and testing through natural language commands.

amocrm-mcp

Enables users to interact with AmoCRM via Claude Desktop using natural language, with 17 tools for accessing CRM entities like leads, contacts, and pipelines.

CRREM MCP Server

Provides CRREM v2.05 carbon pathway data for real estate decarbonization analysis, including carbon/energy targets, emission factors, climate zones, and stranding risk calculations.

Vanish Email MCP Server

A Model Context Protocol (MCP) server for Vanish Email, allowing AI agents to manage temporary email addresses and read incoming messages.

China Festival MCP Server

Provides Chinese holiday information, lunar calendar conversion, traditional festivals, 24 solar terms, and BaZi (Eight Characters) calculations for AI assistants to accurately handle Chinese calendar queries and date conversions.

Telos Model Context Protocol

An MCP server providing access to Telos, a philosophical AI mentor that combines rationalist thinking with stoic philosophy to offer personalized guidance and smart contract accountability on Solana.

android-mcp-server

A powerful MCP server that provides comprehensive Android device automation capabilities through ADB, enabling AI agents to interact with Android devices for testing, automation, and device control tasks.

Mailosaur MCP

Enables interaction with Mailosaur email and SMS testing services, allowing message management, server configuration, file downloads, spam analysis, and TOTP code retrieval via natural language.