发现优秀的 MCP 服务器

scholar-search-mcp

An MCP server for academic paper search that integrates with AI assistants (e.g., Claude Code, Cursor), enabling them to search and retrieve academic paper metadata.

clude-mcp

A self-hosted MCP server that gives AI agents persistent, searchable memory with importance scoring, knowledge graphs, and autonomous memory consolidation.

triage-desk-mcp

Provides policy-grounded triage of Trust & Safety reports via MCP, with tools for triage, policy search, and operational telemetry.

rope-mcp-server

Provides Python refactoring capabilities via the Rope library, enabling AI agents to perform safe, project-wide code transformations such as renaming symbols, moving modules, and extracting methods.

Drive-Time Plotter MCP

Analyzes traffic patterns throughout the day using Google Maps API and provides visual insights and recommendations for optimal commute times.

ODPS MCP Server

Read-only MCP server for Alibaba Cloud MaxCompute, enabling safe querying of allowlisted tables via tools like list_allowed_tables, describe_table, preview_table, and run_select_sql.

mcpaudit

Audits MCP server configurations and packages for security risks such as typosquats, credential exposure, and malicious code, with zero dependencies and no execution.

formfill-mcp

FormFill MCP — AI-powered web form automation. Fill out any online form by describing what you want. Supports Stripe payments via x402 protocol.

Zoom API MCP Server

一个全面的模型上下文协议服务器，能够与全套 Zoom API 端点进行交互，并提供结构化的工具，通过适当的验证和 OAuth 2.0 身份验证来管理会议、用户、网络研讨会和其他 Zoom 资源。

EU AI Act Compliance MCP

EU AI Act Compliance - MCP server providing AI-powered tools and automation by MEOK AI Labs

Atla MCP Server

一个 MCP 服务器实现，为 LLM 提供一个标准化的接口，以便与 Atla API 交互。

xurprise MCP

Provides a multilingual, region-aware brand catalogue and click-through URL generation for MCP-compatible agents, enabling commerce recommendations with attribution tracking.

Flappy MCP Server

Enables running avian flight dynamics simulations through the Flappy simulator. Provides typed configuration models and deterministic fallback calculations for bird flight analysis.

Mcp Memory Bank

一个强大且可用于生产环境的大型语言模型（LLM）上下文管理系统。它基于 ChromaDB 和现代嵌入技术构建，提供持久的、特定于项目的记忆能力，从而增强您 AI 的理解和响应质量。

FinOps AI Copilot MCP Server

A secure, read-only MCP server that enables AI assistants to inspect transactions, vendor performance, wallet balances, and analytics through validated REST API calls.

Decision State MCP

A small MCP server that stores and retrieves compact decision-relevant state (goals, constraints, facts, decisions) outside the chat context, enabling easy retrieval for Claude Code or Codex.

Spreadsheet MCP Server

镜子 (jìng zi)

agent-rooms

MCP server for real-time communication between Claude Code sessions via chat rooms.

MCP Turso

Integrates Turso Cloud databases with Model Context Protocol, enabling CRUD operations and SQL queries via GitHub Copilot in VSCode.

MCP MITM Mem0

Intercepts Claude conversations via MITM proxy and stores them in Mem0, enabling Claude to search and recall past conversations, learn user preferences, and maintain context across sessions.

x-agent-mcp

Enables AI agents to interact with X (Twitter) through its private GraphQL API using session cookies, supporting tweets, replies, likes, retweets, searches, direct messages, and more. Provides 24 MCP tools for full account automation.

daraz-mcp

Enables searching Daraz.pk products with smart cheapest detection and category support using documented API patterns.

UCM MCP Server

Enables AI agents to autonomously discover and call a marketplace of 100+ APIs, including web search, image generation, and more, with automatic payments and refunds.

Postgres MCP Server

Enables interaction with PostgreSQL databases through natural language commands. Supports schema exploration, table inspection, DDL generation, data preview, and safe SQL execution with built-in query limits.

Exnos

Live browser-state verification for AI coding agents. Provides real-time state of Chrome tabs including URL, title, form fields, buttons, console errors, and visible text via MCP tools.

Memory-MCP

Shared, live team memory for Claude — a remote MCP server on Cloudflare Workers + D1.

fine-tuning-os

A zero-data MCP server for LLM fine-tuning, providing 64 tools across 10 dimensions to prepare, build, train, evaluate, secure, package, and deliver fine-tuned models without ever accessing client data.

grok-build-plugin

Live X (Twitter) and web search for any coding agent through your existing Grok subscription. Exposes a grok_search MCP tool, so no X API key or X developer account is needed.

OpenSincera MCP Server

Provides access to OpenSincera API for retrieving digital advertising publisher metadata, verification status, and operational metrics through domain or Publisher ID lookup.

github-mcp-demo

MCP server that wraps GitHub REST API to allow AI agents to search repositories, get repository details, list issues, and read READMEs.