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Triple Memory

Complete memory system combining LanceDB auto-recall, Git-Notes structured memory, and file-based workspace search. Use when setting up comprehensive agent memory, when you need persistent context across sessions, or when managing decisions/preferences/tasks with multiple memory backends working together.

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name: triple-memory version: 1.0.0 description: Complete memory system combining LanceDB auto-recall, Git-Notes structured memory, and file-based workspace search. Use when setting up comprehensive agent memory, when you need persistent context across sessions, or when managing decisions/preferences/tasks with multiple memory backends working together. metadata: clawdbot: emoji: "🧠" requires: plugins: - memory-lancedb skills: - git-notes-memory

Triple Memory System

A comprehensive memory architecture combining three complementary systems for maximum context retention across sessions.

Architecture Overview

User Message
     ↓
[LanceDB auto-recall] → injects relevant conversation memories
     ↓
Agent responds (using all 3 systems)
     ↓
[LanceDB auto-capture] → stores preferences/decisions automatically
     ↓
[Git-Notes] → structured decisions with entity extraction
     ↓
[File updates] → persistent workspace docs

The Three Systems

1. LanceDB (Conversation Memory)

  • Auto-recall: Relevant memories injected before each response
  • Auto-capture: Preferences/decisions/facts stored automatically
  • Tools: memory_recall, memory_store, memory_forget
  • Triggers: "remember", "prefer", "my X is", "I like/hate/want"

2. Git-Notes Memory (Structured, Local)

  • Branch-aware: Memories isolated per git branch
  • Entity extraction: Auto-extracts topics, names, concepts
  • Importance levels: critical, high, normal, low
  • No external API calls

3. File Search (Workspace)

  • Searches: MEMORY.md, memory/*.md, any workspace file
  • Script: scripts/file-search.sh

Setup

Enable LanceDB Plugin

{
  "plugins": {
    "slots": { "memory": "memory-lancedb" },
    "entries": {
      "memory-lancedb": {
        "enabled": true,
        "config": {
          "embedding": { "apiKey": "${OPENAI_API_KEY}", "model": "text-embedding-3-small" },
          "autoRecall": true,
          "autoCapture": true
        }
      }
    }
  }
}

Install Git-Notes Memory

clawdhub install git-notes-memory

Create File Search Script

Copy scripts/file-search.sh to your workspace.

Usage

Session Start (Always)

python3 skills/git-notes-memory/memory.py -p $WORKSPACE sync --start

Store Important Decisions

python3 skills/git-notes-memory/memory.py -p $WORKSPACE remember \
  '{"decision": "Use PostgreSQL", "reason": "Team expertise"}' \
  -t architecture,database -i h

Search Workspace Files

./scripts/file-search.sh "database config" 5

Conversation Memory (Automatic)

LanceDB handles this automatically. Manual tools:

  • memory_recall "query" - search conversation memory
  • memory_store "text" - manually store something
  • memory_forget - delete memories (GDPR)

Importance Levels

FlagLevelWhen to Use
-i cCritical"always remember", explicit preferences
-i hHighDecisions, corrections, preferences
-i nNormalGeneral information
-i lLowTemporary notes

When to Use Each System

SystemUse For
LanceDBConversation context, auto-retrieval
Git-NotesStructured decisions, searchable by entity/tag
File SearchWorkspace docs, daily logs, MEMORY.md

File Structure

workspace/
├── MEMORY.md              # Long-term curated memory
├── memory/
│   ├── active-context.md  # Current session state
│   └── YYYY-MM-DD.md      # Daily logs
├── scripts/
│   └── file-search.sh     # Workspace search
└── skills/
    └── git-notes-memory/  # Structured memory

Silent Operation

Never announce memory operations to users. Just do it:

  • ❌ "I'll remember this"
  • ❌ "Saving to memory"
  • ✅ (silently store and continue)

如何使用「Triple Memory」?

  1. 打开小龙虾AI(Web 或 iOS App)
  2. 点击上方「立即使用」按钮,或在对话框中输入任务描述
  3. 小龙虾AI 会自动匹配并调用「Triple Memory」技能完成任务
  4. 结果即时呈现,支持继续对话优化

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