发现优秀的 MCP 服务器

Minimal Godot MCP

Provides instant GDScript syntax validation and diagnostics by bridging Godot's native Language Server Protocol to MCP clients. Enables real-time syntax checking in AI assistants without requiring custom plugins or context switching to the Godot editor.

local-Rag

A local-first document retrieval MCP server that enables AI coding tools like Codex to search private local documents via semantic search and keyword boost, supporting ingestion of PDF, DOCX, TXT, Markdown, and HTML files.

re-binary-diff

Enables read-only binary diff and fingerprinting of files without writing to disk, providing structured diffs and per-section SHA-256 hashes.

mathlas

Airtight math tools an AI uses over MCP — 3.7M-theorem search, PSLQ constant ID, OEIS, real Lean kernel checks, applicability checklists. No LLM inside, no API key.

Weather MCP Server

A simple demonstration server for the MCP Python SDK that provides weather alerts for locations, allowing users to query weather information through Claude Desktop or Cursor.

SVT Text-TV MCP Server

Provides access to Swedish Text-TV content from SVT including news, sports, weather forecasts, and TV schedules through the Model Context Protocol.

Alephant MCP

Alephant MCP server for AI cost control, BYO-key routing, 50+ providers, and 320+ models.

FlowLens MCP Server

Enables coding agents to access recorded browser flows (user actions, network, console, etc.) for debugging and regression testing without reproducing issues.

mcp_server_local_files

本地文件系统 MCP 服务器 (Běn dì wénjiàn xìtǒng MCP fúwùqì)

helix-pilot

GUI automation MCP server that enables AI agents to see and control the Windows desktop using a local Vision LLM (Ollama), supporting screenshot analysis, mouse/keyboard actions, and autonomous task execution.

Outreach Deliverability MCP

Provides rules, checklists, and audits for cold outreach deliverability across email, LinkedIn, Instagram, and X, helping ensure messages land in inboxes rather than spam folders.

WhatsApp MCP Server

Connect your personal WhatsApp to Claude — send messages, read chats, and manage contacts.

Horizon MCP

An MCP server that exposes the Horizon content aggregation and analysis pipeline as a suite of modular tools. It enables users to automate fetching, AI-based scoring, filtering, background enrichment, and summary generation for various data sources.

Shopify Partner Agent

Free, open-source MCP server that connects Claude to the Shopify Partner API. 25 tools for revenue analytics, churn analysis, retention cohorts, merchant health scoring, conversion funnels, revenue forecasting, and growth velocity.

MCP Tools Orchestrator

A meta-MCP server that orchestrates tools from multiple MCP servers, enabling complex Python workflows with loops and conditionals.

SEO MCP Server

Enables SEO page generation with competitor research and Schema.org structured data. Provides tools to search competitors for a keyword and generate high-quality SEO content with FAQPage schema.

char-index-mcp

Precise character-level string indexing for LLMs. Provides tools for finding, extracting, and manipulating text by exact character position to solve position-based operations.

DDG MCP2 Server

A basic MCP server built with FastMCP framework that provides simple utility tools including message echoing and server information retrieval. Supports both stdio and HTTP transports with Docker deployment capabilities.

Railway MCP Server

Enables comprehensive management of Railway infrastructure, including projects, services, variables, and deployments, directly through the Railway GraphQL API. It is designed to work as a remote service over HTTP, allowing seamless integration with cloud-based MCP clients like claude.ai.

MailMCP

Enables reading, sending, and managing emails via IMAP/SMTP through natural language, including listing folders, searching, moving emails, and sending attachments.

Grinfi MCP Server

Connects Claude to your Grinfi.io account, enabling management of contacts, automations, messages, and more through natural language.

ScholarMind

A multimodal academic research assistant for LLM Agent papers, enabling paper search, PDF/figure understanding, knowledge graph memory, learning paths, and reproducible experiments via MCP.

DuckDuckGo MCP Server

Provides web and news search via DuckDuckGo with support for region filtering, time ranges, and token optimization for AI assistants.

FinData MCP

FinData MCP gives AI agents access to market data, company fundamentals, and macroeconomic indicators via MCP. It covers stocks, ETFs, crypto, forex, commodities, and economic time series.

cco-mcp

Real-time audit and approval system for Claude Code tool calls, enabling monitoring and control of AI agent actions with a web dashboard.

Auto-Snap MCP

A server that automates screenshot capture and document processing, allowing users to convert screenshots into PDFs and extract text through natural language commands.

Juspay MCP Tools

Enables AI agents to interact with Juspay's payment processing APIs and merchant dashboard for managing orders, transactions, refunds, customers, gateways, and reporting through natural language.

mcp-hydrolix

mcp-hydrolix

TyranoStudio MCP Server

Enables comprehensive management of TyranoStudio visual novel projects including project creation, scenario editing with syntax validation, resource management, and TyranoScript development assistance. Supports project analysis, template generation, and Git integration for visual novel game development.

drawio-engineering-mcp

Enables AI agents to generate, view, and analyze engineering diagrams (RF, PCB, EMC) in draw.io using natural language prompts, with auto-layout and 269 engineering stencils.