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Description

Membase serves as a long-lasting memory solution designed for both individuals and developers focused on creating AI agents. It compiles insights from discussions, documents, online content, and integrated applications into a durable memory system that users can easily review, modify, remove, and export as needed. To facilitate memory management, a web application along with a Chrome extension allows users to save browser data and share certain information with compatible AI tools. Developers can link their custom agents via MCP, which includes a REST API, command-line interface, or SDKs for Python and TypeScript. The system features distinct memories and access controls tailored for personal use, projects, and client engagements, enabling users to manage permissions effectively. Additionally, the hosted platform is responsible for storing and processing the original content, which aids in the construction and retrieval of memory. With these capabilities, Membase enhances the efficiency and organization of information for AI-driven tasks.

Description

Weaviate is an open-source vector database built for the AI era, giving teams one platform for vector search, retrieval-augmented generation, and agent memory. Store data objects together with embeddings from your preferred machine learning models and scale effortlessly to billions of objects. Import your own vectors or rely on Weaviate's built-in vectorization, then search across vector, keyword, and hybrid methods to get highly relevant results, even when filters are applied. By connecting to today's leading large language models, Weaviate helps you build grounded search and question-answering over your own data. The platform reaches well beyond storage: its Query Agent translates plain-language questions into accurate queries with citations, Engram delivers managed long-term memory for AI agents, and Weaviate Embeddings removes the work of running your own embedding pipeline. Available as self-hosted open source or fully managed Weaviate Cloud across AWS, GCP, and Azure, backed by SOC 2 Type II, native multi-tenancy, replication, and role-based access control. From semantic search to recommendation to fully agentic applications, Weaviate is the foundation to ship AI products faster.