GraphSignal is an AI-driven graph intelligence platform that seamlessly integrates vector-based embeddings and knowledge graph structures. Users can connect their data sources, automatically generate embeddings using built-in or custom models, and index nodes and edges for real-time semantic querying. The platform offers RESTful APIs and SDKs to perform advanced graph analytics, similarity searches, recommendations, and question-answering tasks across connected data. Its dynamic visualization tools help teams explore relationships and derive actionable insights from complex networks.

Swarms World provides a unified interface for designing multi-agent systems, allowing users to define roles, communication protocols, and workflows visually or via code. Agents can collaborate, delegate subtasks, and aggregate results in real time. The platform supports on-premises, cloud, and edge deployments, with built-in logging, performance metrics, and automatic scaling. A decentralized marketplace lets users discover, share, and monetize agent modules. With support for popular LLMs, APIs, and custom models, Swarms World accelerates the development of robust, enterprise-grade AI automation at scale.

Chat MulanAI provides a seamless web interface for natural language conversations with AI models. Users can choose from several preconfigured models or integrate custom endpoints, craft and save prompt templates, and maintain long-term context through persistent memory. The platform records session history for review, export, or collaboration, enabling efficient idea generation, research assistance, code debugging, and creative writing support. Built-in tools include sentiment analysis, translation, and formatting utilities, empowering teams and individuals to streamline workflows and enhance productivity.