Turn AI into a persistent, memory-powered collaborator. Universal MCP Server (supports HTTP, STDIO, and WebSocket) enabling cross-platform AI memory, multi-agent coordination, and context sharing. Built with MARM protocol for structured reasoning that evolves with your work.
opensource mcp docker-image embeddings openai developer-tools memory-management semantic-search knowledge-based-systems claude fastapi gemini-cli mcp-server claude-code marm
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Updated
Jan 24, 2026 - Python