Airweave is an open - source context retrieval layer for AI agents and RAG systems. It connects and synchronizes data from various applications, tools, and databases, and provides relevant, real - time, multi - source contextual information to AI agents through a unified search interface.

GUARDRAIL is a security framework specifically designed for the large language model (LLM) application ecosystem, providing comprehensive protection especially for the Model Context Protocol (MCP). It uses a multi - layer architecture, including an information gateway layer, a context verification layer, a request control layer, an execution isolation layer, and an audit monitoring layer, aiming to prevent data leakage, unauthorized access, and resource abuse. This framework emphasizes progressive adoption, allowing developers to gradually enhance security while maintaining high performance and ease of use.

A Node.js server that acts as an MCP layer to connect applications, Claude AI, and the IssueBadge API for sending badge certificates.

A server that allows AI assistants to control Adobe Photoshop through the MCP protocol, supporting more than 50 tools such as document management, layer operations, filter application, and color adjustment, to achieve natural - language automated design workflows.