obsidian-vault/Memory System/Memory Vector System.md

Memory Vector System

Status: Supermonkey-Powered
Created: 2026-03-02

Overview

Local semantic memory search using SQLite + Ollama embeddings. No cloud, works offline.

Innovation

Reads OpenClaw session transcripts (.jsonl) to auto-capture conversations every 15 messages.

Current Stats

• Total embeddings: ~1,600+
• Auto session snapshots: 27
• Tracked sessions: 245

Key Files

• tools/session_monitor.py - Real-time capture
• tools/search_memories.py - CLI search
• memory_vector.py - Core module

Full Documentation

See: memory/projects/memory-vector-system.md in git repo

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Credit: Corey's genius idea
System: Operational