memall-os is an open-source Python package that provides a collaborative memory operating system for multi-agent AI systems. It enables persistent, shared knowledge management, semantic search, and integration with vector databases, making it ideal for developers building complex agent-based applications.
memall-os is an AI & ML product. It focuses on managing and sharing knowledge across multiple AI agents with persistent, collaborative memory. It is built as an open-source project for AI developers building multi-agent systems. memall-os is open source under the MIT license. The product ships for the command line, and it can be self-hosted.
memall-os first shipped in 2026. Development happens publicly on GitHub with 126 commits in the last 90 days. PulseGate's similarity index finds few close equivalents — memall-os occupies a relatively distinct niche. Key capabilities include collaborative memory, multi-agent support, and semantic search. It exposes integrations via an MCP server.
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