Model Context Protocol Servers

xgmem is a TypeScript-based Model Context Protocol (MCP) server designed to manage project-specific and knowledge graph-based memory for Claude, LLM agents, and other tools. It enables the storage, retrieval, and management of entities, relations, and observations per project, focusing on flexibility and cross-project knowledge sharing.

The Vulnerable File Reader Server is a Python implementation that demonstrates a critical command injection vulnerability in a Model Context Protocol (MCP) server. It showcases how improper input sanitization in file paths can lead to severe security flaws, allowing attackers to execute arbitrary commands on the host system.

OpenSearch MCP Server is a server designed to facilitate the management and control of OpenSearch clusters, providing a centralized interface for monitoring and configuration.

Port MCP Server is a Model Context Protocol (MCP) server designed for the Port.io API, enabling users to interact with Port.io's developer platform capabilities using natural language.

Couchbase MCP Server is an implementation of the Model Context Protocol (MCP) that allows large language models (LLMs) to interact directly with Couchbase clusters, enabling natural language queries and CRUD operations on documents.

淘宝联盟，京东联盟，多多进定全平台 MCP 服务是一个基于 Model Context Protocol (MCP) 的服务，支持淘宝、京东、拼多多三大电商平台的链接转换和商品推广功能，商品搜索等等一系列工具

Canvas LMS MCP Server is a tool for accessing Canvas Learning Management System data, enabling easy integration with AI systems like Cursor to retrieve courses, assignments, quizzes, and other educational resources through a standardized API.

Grafana MCP SSE Server is a tool that allows users to query Grafana dashboards and panels using the Model Context Protocol (MCP), enabling natural language querying, monitoring dashboards, and real-time data extraction.

Geocode MCP SSE Server provides real-time access to geocoding and reverse geocoding services without the need for an API key.

Scira MCP Chat is an open-source AI chatbot application powered by the Model Context Protocol (MCP), designed to facilitate seamless communication with various AI providers.

A powerful MCP server that enables control of LG home appliances through the ThinQ API.

Relation MCP Server is a server that allows access to the Relation API using the Model Context Protocol (MCP). It enables easy utilization of Relation's customer management and ticket management features through AI assistants.