发现优秀的 MCP 服务器

wildberries-mcp

MCP server that turns Wildberries marketplace into a toolkit for LLM agents, enabling product search, detailed card inspection, price history, reviews, and cross-product comparison.

git-glimpse

A token-budgeted Git MCP server and CLI that provides compact status, diff, and log summaries for AI agents to conserve context.

agent-qa

Self improving QA agent for software teams

MCP Atomic Toolkit

A FastMCP server for atomistic modeling workflows that enables building structures, running geometry optimization and molecular dynamics, and analyzing results with downloadable artifacts.

axe MCP Server

Enables AI agents to scan web pages for accessibility issues and get AI-powered remediation guidance using Axe DevTools for Web.

Amazon MCP

Scrapes Amazon France to provide Claude with product search, details, and price tracking with history.

Mermaid MCP Server

Enables agents to analyze codebases (local or GitHub) and automatically generate Mermaid diagrams rendered as PNG images via Kroki, providing visual understanding of project structure and flow through file discovery, reading, and diagram generation.

IMAP MCP Pro

An enterprise-grade MCP server that provides production-ready IMAP email integration with advanced reliability features, comprehensive monitoring, and secure account management.

ollama-mcp-host

Hosts local MCP servers on Windows, enabling connection of local AI models (like Gemma) to external tools without cloud dependency.

mcp-gdbserver

MCP server for remote debugging with gdbserver, offering full debugging capabilities including breakpoint control, stepping, memory inspection, and process management.

GitLab MCP Server

Enables AI assistants to interact with GitLab projects, allowing users to query merge requests, view code reviews and discussions, check pipeline test results and logs, and respond to comments through natural language commands.

Omnisend MCP Server

A server that enables AI assistants to interact with the Omnisend marketing platform, supporting contact management, product management, and event tracking operations through natural language.

learndeck

Enables AI-assisted learning through structured courses with Socratic guidance, evaluating user answers against rubrics and managing learning progress locally.

Economía Venezuela MCP

Provides real-time Venezuelan economic data, including official and parallel exchange rates, inflation statistics, and basic goods basket prices. It enables AI assistants to query historical economic trends and current market indicators via natural language.

Cloudivo MCP

Model Context Protocol server that acts as an AI gateway for the Cloudivo ecosystem, exposing tools, resources, and prompts while delegating business behavior to downstream services.

Coding Tools MCP

Empower any MCP-compatible AI Agent(MCP Client) with engineering-grade capabilities to understand, modify, run, and deliver real-world code repositories.

WLST MCP Server

MCP server for Oracle WebLogic Server administration using WLST, enabling server lifecycle, application deployment, monitoring, and diagnostics.

Guild Wars 1 MCP

Read-only MCP server for public Guild Wars 1 sources (wiki, builds, YouTube, Reddit) and optional local install inventory.

MCP Server Demo

A beginner-friendly MCP server demonstrating custom Tools, Resources, and Prompts using FastMCP.

AutoFuse

Mount, heal, wake and run commands on remote Windows/Linux machines over SSHFS from a macOS menu-bar app. 34 tools with MCP behavior annotations (read-only vs destructive) and agent-friendly error hints.

Kadmia MCP Server

Integrates Kadmia's JavaScript learning platform with AI assistants to provide personalized explanations and track learning progress.

nodriver-mcp

A local MCP server that keeps a dedicated Chromium browser profile for authenticated web research and runs hot-reloadable Python scrapers via nodriver.

vault-memory

Local-first agentic knowledge layer over Obsidian notes, enabling MCP-aware agents to search, retrieve, and compile knowledge with provenance and task contracts.

WinCC OA MCP Server

A Model Context Protocol server that bridges AI assistants with WinCC OA projects, enabling natural language queries for datapoint search, manager management, and CTL script execution.

NanoBanana MCP Server

An MCP server that wraps the OpenRouter API, enabling users to access diverse language models like Google Gemini 3 Pro for chat and image tasks. It provides tools for generating completions and listing available models within MCP-compatible clients.

Adaptive Recall

Adaptive MCP memory system for AI applications. Learns which retrieval strategies work for your data, scores results using cognitive science models, builds a knowledge graph automatically, and validates every parameter change against real query history before adopting it. Patent pending.

Trading 212 MCP Server

Provides secure access to Trading 212 Public API through MCP, enabling Claude Desktop users to manage portfolios, execute trades, and analyze market data using natural language commands.

instaffo-mcp-server

Enables AI assistants to interact with your personal Instaffo candidate account, allowing reading of profile, job suggestions, and conversations, as well as performing reversible write actions like bookmarking jobs and updating skills, all authenticated via your browser session and running fully locally.

Cursor10x Memory System

A comprehensive memory system for Cursor using the Model Context Protocol (MCP) that provides persistent context awareness across sessions by storing conversation history, project milestones, code snippets, and enabling semantic search.