# One shared memory for every agent in a project, over MCP:

> Source: <https://dev.to/pybankers/one-shared-memory-for-every-agent-in-a-project-over-mcp-fully-local-ollama-qdrant-mem0-jlc>
> Published: 2026-08-30 06:17:09+00:00

GitHub - sanprat/agent-memory: Universal MCP memory layer for AI coding agents (OpenCode, Claude Code, Cursor, Kilo Code). Self-hosted with Mem0 + Qdrant. Seed rules once, all agents remember. · GitHub
          

            Universal MCP memory layer for AI coding agents (OpenCode, Claude Code, Cursor, Kilo Code). Self-hosted with Mem0 + Qdrant. Seed rules once, all agents remember. - sanprat/agent-memory
          

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