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Complete setup script and tools. Give your OpenClaw agent a real brain with semantic recall, entity relationships, and structured storage.\nhomepage: https://www.agxntsix.ai\nlicense: MIT\ncompatibility: Python 3.10+, Docker (Qdrant + Neo4j), OpenRouter API key\nmetadata: {\"openclaw\": {\"emoji\": \"\\ud83e\\udde0\", \"requires\": {\"env\": [\"OPENROUTER_API_KEY\"]}, \"primaryEnv\": \"OPENROUTER_API_KEY\", \"homepage\": \"https://www.agxntsix.ai\"}}\n---\n\n# Agent Memory 🧠\n\nFull intelligence layer: vector memory + knowledge graph + structured database.\n\n## When to Use\n\n- Storing and recalling facts semantically (\"remember that Abidi prefers...\")\n- Managing structured data: projects, contacts, tasks, bookmarks\n- Setting up the brain stack after container rebuild\n- Batch seeding memory with key facts\n\n## Usage\n\n### Memory Engine (Mem0 — vectors + graph)\n```bash\n# Store a fact\npython3 {baseDir}/scripts/memory_engine.py add \"Abidi's business focuses on Voice AI\"\n\n# Semantic recall\npython3 {baseDir}/scripts/memory_engine.py search \"what does Abidi's business do\"\n\n# List all memories\npython3 {baseDir}/scripts/memory_engine.py get-all\n\n# Test connections (Qdrant, Neo4j, Langfuse)\npython3 {baseDir}/scripts/memory_engine.py test\n```\n\n### Structured Database (SQLite)\n```bash\n# List tables\npython3 {baseDir}/scripts/structured_db.py tables\n\n# Insert data\npython3 {baseDir}/scripts/structured_db.py insert projects '{\"name\":\"MyProject\",\"status\":\"active\"}'\n\n# Query\npython3 {baseDir}/scripts/structured_db.py query \"SELECT * FROM projects\"\n```\n\n### Setup & Seeding\n```bash\n# Install Python deps after container rebuild\nbash {baseDir}/scripts/setup_brain.sh\n\n# Batch seed with key facts\npython3 {baseDir}/scripts/seed_mem0.py\n```\n\n## Architecture\n\n- **Mem0** — Unified AI memory (auto fact extraction, dedup, multi-level recall)\n- **Qdrant** — Vector database for semantic search\n- **Neo4j** — Knowledge graph for entities & relationships\n- **SQLite** — Structured data (projects, contacts, tasks, bookmarks)\n- **Langfuse** — Observability tracing on all operations\n\n## Credits\nBuilt by [M. Abidi](https://www.linkedin.com/in/mohammad-ali-abidi) | [agxntsix.ai](https://www.agxntsix.ai)\n[YouTube](https://youtube.com/@aiwithabidi) | [GitHub](https://github.com/aiwithabidi)\nPart of the **AgxntSix Skill Suite** for OpenClaw agents.\n\n📅 **Need help setting up OpenClaw for your business?** [Book a free consultation](https://cal.com/agxntsix/abidi-openclaw)\n","readmeExcerpt":"--- name: agent-memory description: Full AI agent memory stack — Mem0 unified memory engine with vector search (Qdrant) and knowledge graph (Neo4j), plus SQLite for structured data. Complete setup script and tools. 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