memquilt provides a federated memory layer that allows AI tools and agents to share and stitch together their memories, enabling interoperability and persistent knowledge across platforms. It is designed for developers building multi-agent or federated AI systems.
memquilt is an AI & ML product. It focuses on synchronizing and sharing memory across multiple AI tools and agents without data silos. It is built as an open-source project for AI tool developers. memquilt is open source under the MIT License. It runs on the web, the command line, and API, and it can be self-hosted.
It is developed by memquilt contributors, and the product first shipped in 2026. Key capabilities include federated memory, multi-agent support, and knowledge graph integration. It exposes integrations via an MCP server and a public API.
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