memory-lab-mcp provides local-first agent knowledge curation and an evidence index, functioning as an MCP server. It helps developers build persistent memory systems for AI agents with support for retrieval and structured data handling. Available as a PyPI package under the MIT license, it is designed for local agent development workflows involving tools like Claude.
memory-lab-mcp is an AI & ML project. It focuses on managing and retrieving structured knowledge and evidence for AI agents in a local-first environment. It is built as an open-source project for developers. memory-lab-mcp is open source under the MIT license. It runs on the command line.
It is developed by Haru, and it first shipped in 2026. Key capabilities include Knowledge Curation, Evidence Index, and Local-first Storage. It exposes integrations via an MCP server.
Summary written by a language model from the project’s public pages.
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