"A Java-based MCP server" matching MCP servers:

A read-only MCP server that helps customers discover products, select flavors, check inventory and food info, and access official purchase links for Sifang Nuo Mi.

提供全球238个国家/地区的进出口贸易数据查询，支持按企业名称、产品关键字、HS编码等多维度联合搜索。

基于 MCP 协议的专业医学信息查询工具，集成 MSD 手册、MeSH 主题词、医学编码、术语和药品查询等多个权威数据源，支持 Claude Desktop、Cursor 等 AI 应用。

Exposes Futu API client capabilities as an MCP (Model Context Protocol) tool, allowing AI assistants to access stock data from Futu through a standardized interface.

A full-featured secure MCP server for local file system operations, with built-in image processing, OCR and media tools.

Enables users to access real estate property industry news daily and search a specialized knowledge base covering laws, regulations, company info, and more.

A Python-based MCP server that enables AI agents to query the Microsoft 365 Roadmap programmatically.

Provides unified access to multiple AI providers through Vercel AI Gateway, enabling question answering, web search, multi-model research, and model listing.

MCP server for Google Search Console, enabling chat-based queries about search performance, sitemaps, and URL indexing status via natural language.

Enables AI agents to query office locations and meeting rooms from the Shangang Capital Digital Office Platform via natural language.

A tutorial implementation MCP server that enables analysis of CSV and Parquet files. Allows users to summarize data and query file information through natural language interactions.

Provides location-based place recommendations in South Korea using the Kakao Map API, optimized for Korean language queries. Supports recommending various places like restaurants, shops, public facilities, and tourist attractions based on user queries.

Enables LLMs to search through AWS Lambda Powertools documentation across multiple runtimes (Python, TypeScript, Java, .NET) using a Model Context Protocol server.

A Model Context Protocol server that enables AI models to perform real-time internet and knowledge searches through Higress, enhancing model responses with up-to-date information from Google, Bing, Arxiv, and internal knowledge bases.

A production-grade RAG server with a centralized knowledge base, offering both MCP and REST APIs for semantic search, document ingestion, and RAG-based answers.

A local MCP server that indexes files in a directory using Gemini Embedding 2, enabling AI agents to perform semantic search over local documents.

MCP server that allows searching and retrieving book information from Aladin's book store API, including book details, bestseller lists, and category-based searches.

MCP server that recommends coffee based on preferences (mood, milk, caffeine, temperature) from a static menu; includes tools for listing menu, recommending, and explaining recommendations.

A TypeScript-based MCP server that fetches real-time stock market data and company financial information through the Alpha Vantage API.

This Serper MCP Server supports search and webpage scraping, and all the most recent parameters introduced by the Serper API, like location.