发现优秀的 MCP 服务器

mcp-mysql-apifox

MCP server for executing MySQL SQL, managing Apifox API documentation, and parsing/executing curl commands.

tokencast

Pre-execution cost estimation for LLM agent workflows, providing cost estimates before running tasks and improving accuracy over time through calibration.

Universal Adapter

Enables autonomous task execution by dynamically searching APIs, generating Python tools, and running them on-demand, with built-in web search, scraping, and file operations.

MCP Docker Sandbox Interpreter

A secure Docker-based environment that allows AI assistants to safely execute code without direct access to the host system by running all code within isolated containers.

iLoveVideoEditor MCP Server

Enables AI agents to render videos with iLoveVideoEditor by listing templates, filling in variables, submitting render jobs, polling status, and retrieving download URLs.

StarUML MCP Server

Enables creating diagrams or generating code from diagrams in StarUML via prompts.

사주 MCP 대시보드

Korean traditional saju (four pillars) fortune analysis MCP server with a premium web GUI dashboard for local data persistence, 100-point scoring, and history management.

ActionKit MCP Starter

Okay, here's a translation of "Starter code for a MCP server powered by ActionKit" into Chinese, along with a few options depending on the nuance you want to convey: **Option 1 (Most Literal):** * **基于 ActionKit 的 MCP 服务器的起始代码** * (Jīyú ActionKit de MCP fúwùqì de qǐshǐ dàimǎ) This is a direct translation. It's clear and understandable. **Option 2 (Slightly More Natural):** * **使用 ActionKit 构建的 MCP 服务器的初始代码** * (Shǐyòng ActionKit gòujiàn de MCP fúwùqì de chūshǐ dàimǎ) This emphasizes that ActionKit is used to *build* the server. "构建 (gòujiàn)" means "to build" or "to construct." **Option 3 (Focus on Getting Started):** * **用于 ActionKit 驱动的 MCP 服务器的入门代码** * (Yòng yú ActionKit qūdòng de MCP fúwùqì de rùmén dàimǎ) This emphasizes that the code is for *getting started* with an ActionKit-powered server. "入门 (rùmén)" means "entry-level" or "getting started." "驱动 (qūdòng)" means "driven by" or "powered by." **Option 4 (Concise and Common):** * **ActionKit MCP 服务器的初始代码** * (ActionKit MCP fúwùqì de chūshǐ dàimǎ) This is a more concise version, assuming the context makes it clear that the code is *for* the server. It's common to omit "基于" or "使用" in Chinese when it's implied. **Which option is best depends on the specific context:** * If you want to be very precise and literal, use Option 1. * If you want to emphasize the building aspect, use Option 2. * If you want to emphasize that it's for beginners, use Option 3. * If you want a concise and common phrasing, use Option 4. **Key Vocabulary:** * **起始代码 (qǐshǐ dàimǎ) / 初始代码 (chūshǐ dàimǎ):** Starter code, initial code * **MCP 服务器 (MCP fúwùqì):** MCP server * **基于 (jīyú):** Based on * **使用 (shǐyòng):** To use * **构建 (gòujiàn):** To build, to construct * **驱动 (qūdòng):** Driven by, powered by * **入门 (rùmén):** Entry-level, getting started I hope this helps! Let me know if you have any other questions.

MegaMem

Syncs Obsidian notes into a temporal knowledge graph and exposes 23 MCP tools for AI assistants to read, search, and write to your vault, enabling persistent memory across conversations.

crowd-test-mcp

▎ Enables AI assistants to unleash a crowd of role-played virtual users — impatient shoppers, seniors, keyboard-only users, privacy hawks, chaos monkeys — on a website. Each persona browses in a real Chromium browser, files UX/QA findings in character, and the site receives a damage report with an S–F survival grade. Accusations can be cross-examined by up to three independent verification engines

EditX

An MCP server for taking screenshots and editing images with annotations, shapes, and effects.

web-scrapper-mcp

A portable MCP server that scrapes SPA/JS-rendered webpages and extracts structured API endpoint data. It uses headless Chromium to render JavaScript and provides tools for scraping, endpoint extraction, screenshots, and database seeding.

Spotinst MCP Server

An MCP server for the Spot.io API that enables management of AWS and Azure Ocean clusters across multiple accounts. It provides tools for cluster inventory, node management, cost analysis, and scaling operations through natural language.

Cirvoy-Kiro MCP Integration

Enables seamless task synchronization between Kiro IDE and the Cirvoy project management platform. It provides tools to create, list, and update tasks directly within the IDE using the Model Context Protocol.

Accounting MCP Server

Enables personal financial management through AI assistants by providing tools to add transactions, check balances, list transaction history, and generate monthly summaries. Supports natural language interaction for tracking income and expenses with categorization.

research-mcp

A citation-finding research assistant for scientists, exposed as an MCP server that extracts claims from draft paragraphs, searches multiple academic sources, scores paper quality, and explains recommendations.

x64dbg MCP server

x64dbg 调试器的 MCP 服务器

wheelfor-mcp

Create, spin, and manage shareable decision wheels on wheelfor.com. Supports creating wheels from any list of options, spinning for a random result, and getting a permanent shareable URL — no account required.

Meraki Magic MCP

A Python-based MCP server that enables querying Cisco's Meraki Dashboard API to discover, monitor, and manage Meraki environments.

Mergen

AI-Powered Red Team MCP Server enabling autonomous penetration testing via Model Context Protocol with 44+ security tools for AI agents.

mcp-sphinx-docs

Converts Sphinx documentation (RST) to Markdown optimized for LLMs, enabling easy consumption of technical documentation by language models.

Finizi B4B MCP Server

Enables AI assistants to interact with the Finizi B4B platform through 15 comprehensive tools for managing business entities, invoices, vendors, and products. Features secure JWT authentication, automatic retries, and comprehensive business data operations through natural language commands.

Amazon Business Integrations MCP Server

Provides AI-enabled access to Amazon Business API documentation, sample code, and troubleshooting resources. Enables developers to search and retrieve API documentation, generate integration code, and get guided solutions for common errors during the API integration process.

au-weather-mcp

Provides access to Australian weather data from the Bureau of Meteorology, enabling location search, forecasts, and current observations.

atom-mcp-server

Global price benchmarking for AI inference across 2,600+ SKUs from 47 vendors. Query live pricing, market indexes, and model specs via 8 tools. Free tier available.

MCP Tool Server

A Model Context Protocol server that advertises tools with JSON schemas and executes tool calls safely, enabling AI agents to perform actions on real systems.

MyWeight MCP Server

A server that connects to the Health Planet API to fetch and provide weight measurement data through any MCP-compatible client, allowing for retrieval and analysis of personal weight records.

mcp-coinbase

Browser-automated MCP server for Coinbase crypto exchange, enabling live prices, portfolio management, transaction history, and trading.

aidflow

Session-based development workflow MCP server for Claude Code that structures tasks into sessions with plans, progress tracking, and archiving for context resumption.

database

Database MCP server for MySQL, MariaDB, PostgreSQL & SQLite