发现优秀的 MCP 服务器

Snowflake MCP Server

Enables AI assistants to securely connect to Snowflake data warehouses and execute SQL queries through natural language interactions. Supports multiple authentication methods and provides formatted query results with built-in security controls.

Public Browser

A token-efficient MCP server for Chrome browser automation that uses direct CDP and accessibility-tree-based references for stable element selection across DOM changes.

Jokes MCP Server

An MCP server that retrieves jokes from three different sources: Chuck Norris jokes, Dad jokes, and Yo Mama jokes.

WikiJS MCP Server

An MCP server that enables full management of WikiJS instances, supporting operations like page creation, searching, and updating. It also provides tools for knowledge graph exploration, content summarization, and retrieval of wiki statistics.

OpenLMlib

Provides AI assistants with a local knowledge base and research library, enabling semantic and full-text retrieval, memory persistence, and multi-agent collaboration via 58 MCP tools.

CME Prediction Markets MCP Server

Enables verification of natural language claims against CME prediction market data, with tools to query historical trading data, get contract information, and automatically verify claims using NLP-powered parsing.

Logo-Analyze

An MCP server for intelligent logo extraction and processing, supporting automatic recognition and extraction of logo icons from website URLs, and providing image processing and vector conversion functions.

Local Lens

A 100% local development monitoring tool that captures browser console logs, network requests, and backend server output for analysis by AI assistants via MCP. It enables LLMs to debug applications by providing structured, real-time access to full-stack log data and persistent local storage.

automatelab-ai-seo

Vendor-agnostic MCP server that audits, scores, and rewrites web pages for AI-citation eligibility. No API keys. No registration. Works in Claude Desktop, Cursor, Cline, Windsurf, VS Code (Copilot / Continue), and any client that speaks the Model Context Protocol.

Threat Hunting MCP Server

A behavioral threat hunting MCP server that focuses on adversary TTPs rather than atomic indicators, with MITRE ATT\&CK integration, advanced cognitive capabilities, and community hunt hypotheses.

qa-ai-mcp-server-gits

MCP server for end-to-end QA automation: generates test scenarios, discovers Playwright locators, creates TypeScript test code, executes tests, and creates GitHub issues for failures.

TicketAI

Enables AI assistants to analyze IT support tickets, categorize urgency, suggest responses, and retrieve statistics via MCP tools.

MCP Git Commit Generator

Analyzes Git repository changes and generates conventional, context-aware commit messages using the Model Context Protocol.

PromptForge MCP Server

Intelligently optimizes and enhances user prompts before execution using pattern matching, domain-specific enhancements, and analytics tracking for consistent AI outputs across marketing, data analysis, tax/accounting, and code generation domains.

Law Office SQLite MCP Server

A Model Context Protocol server for law office database management that enables tracking clients, cases, billable time, and invoices.

ActiveCampaign MCP Server by CData

This project builds a read-only MCP server. For full read, write, update, delete, and action capabilities and a simplified setup, check out our free CData MCP Server for ActiveCampaign (beta): https://www.cdata.com/download/download.aspx?sku=JUZK-V&type=beta

baseline-mcp

Enables read-only interaction with Baseline irrigation controllers, including status, alarms, and historical reporting.

Math Expression MCP Server

A tool server that processes mathematical expressions via Multi-Chain Protocol (MCP), allowing LLMs to solve math problems through tool integration.

s-GitHubTestRepo-Henry

从 MCP 服务器演示创建。

vision-mcp

Helps non-vision models extract and understand images and screenshots via OpenRouter multimodal models.

Useful Helpers Suite

An MCP server that exposes a suite of developer tools and apps via a shared tool registry, enabling agents to list and call tools through the MCP protocol.

Cocos Creator MCP Server

Enables AI assistants to interact with the Cocos Creator 3.8+ editor through standardized protocols for scene, node, component, prefab, asset, project, debugging, and server operations.

@kamiazya/whiteboard-mcp

Enables AI agents to collaboratively draw and annotate Excalidraw diagrams in real-time via MCP tools, synced to a browser canvas.

gameLLM

An MCP server that provides structured game data and scraped guides for video games, enabling natural language queries via Claude Code skills. Currently supports Clair Obscur: Expedition 33 with tools to search pictos, weapons, bosses, and more.

Agent with MCP server

一个快速的 MCP 服务器演示 (Yī gè kuài sù de MCP fúwùqì yǎnshì)

slack-mcp

Provides LLMs full access to Slack: messages, channels, files, canvases, lists, search, reactions, and more via 220 tools and 36 API families.

notion_summary_server

MCP server that automatically saves summaries of AI papers or stock articles to a Notion database.

devflow-mcp

A read-only MCP server that securely serves Jira (Server/Data Center) data to Claude Code without exposing the personal access token, with optional GitLab integration.