- Create memory_helper.py in /opt/mcp-servers/shared/
- Create Memory MCP server with prime, recall, relate tools
- Add memory triggers to KB (when accessed, memory learns)
- Add memory.prime to session start (auto-load relevant context)
- Integrate with Graph (FalkorDB) for relationship storage
- Add to Gateway and Search MCP
Result: Any AI calling memory.prime() gets relevant context injected