Soul Memory
Intelligent memory management system v3.6.1 - reliable pre-response memory injection for OpenClaw with pure JSON CLI output, last-user-message query extracti...
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License
SKILL.md
Soul Memory System v3.6.1
🧠 Intelligent Memory Management System
Long-term memory framework for AI agents with full OpenClaw integration. v3.6.1 修正 pre-response memory injection 主流程:CLI 純 JSON 輸出、優先使用最後一條 user message 作 query、分類記憶注入(User / QST / Config / Recent / Project / General)、重點摘要壓縮、以及命中審計日誌。
✨ Features
8 Powerful Modules + OpenClaw Plugin Integration
| Module | Function | Description |
|---|---|---|
| A | Priority Parser | [C]/[I]/[N] tag parsing + semantic auto-detection |
| B | Vector Search | Keyword indexing + CJK segmentation + semantic expansion |
| C | Dynamic Classifier | Auto-learn categories from memory |
| D | Version Control | Git integration + version rollback |
| E | Memory Decay | Time-based decay + cleanup suggestions |
| F | Auto-Trigger | Pre-response search + Post-response auto-save |
| G | Cantonese Branch | 🆕 語氣詞分級 + 語境映射 + 粵語檢測 |
| H | CLI Interface | 🆕 Pure JSON output for external integration |
| Plugin | OpenClaw Hook | 🆕 before_prompt_build Hook for automatic context injection |
| Web | Web UI | FastAPI dashboard with real-time stats |
🆕 v3.3.1 Release Highlights
🎯 Heartbeat 自動清理(最新!)
| Feature | Description |
|---|---|
| Auto Cleanup Script | Automatically cleans Heartbeat reports every 3 hours |
| Cron Job Integration | OpenClaw Cron system scheduled execution |
| Multi-format Support | Recognizes multiple Heartbeat formats |
| Memory Optimization | Reduces redundancy, improves quality score (7.9 → 8.5) |
v3.2.2 Release Highlights
🎯 Core Improvements
| Feature | Description |
|---|---|
| Heartbeat Deduplication | MD5 hash tracking, automatically skips duplicate content |
| CLI Interface | Pure JSON output for external system integration |
| OpenClaw Plugin | Automatically injects relevant memories before responses (v0.2.1-beta) |
| Lenient Mode | Lower recognition thresholds, saves more conversation content |
🔄 Plugin v0.2.1-beta Fixes
- Fix prependContext Accumulation: Extracts query from
event.promptinstead of messages history - Enhanced Legacy Cleanup: Multiple format support (SoulM markers, numbered entries, ## Memory Context)
- No Memory Loop: Prevents recursive injection in conversation history
🚀 Quick Start
Installation
# Clone and install
git clone https://github.com/kingofqin2026/Soul-Memory-.git
cd Soul-Memory-
bash install.sh
# Clean install (uninstall first if needed)
bash install.sh --clean
Basic Usage
from soul_memory.core import SoulMemorySystem
# Initialize system
system = SoulMemorySystem()
system.initialize()
# Search memories
results = system.search("user preferences", top_k=5)
# Add memory
memory_id = system.add_memory("[C] User likes dark mode")
# Pre-response trigger (auto-search before answering)
context = system.pre_response_trigger("What are user preferences?")
CLI Usage
# Pure JSON output
python3 cli.py search "QST physics" --format json
# Get stats
python3 cli.py stats --format json
OpenClaw Plugin
# Plugin is automatically installed to ~/.openclaw/extensions/soul-memory
# Restart Gateway to enable
openclaw gateway restart
v3.6.1 Highlights
- Pure JSON CLI output for reliable plugin parsing
- Prefer last real user message over prompt tail for memory search query
- Distilled memory summaries instead of raw long snippets
- Typed memory focus buckets: User / QST / Config / Recent / Project / General
- Audit logs for query source and injection buckets
🤖 OpenClaw Plugin Integration
How It Works
Automatic Trigger: Executes before each response
- Extract query from the last real user message (prompt only as fallback)
- Search relevant memories (top_k = 5)
- Group and distill memory focus
- Inject into prompt via
prependContext
Configuration
Edit ~/.openclaw/openclaw.json:
{
"plugins": {
"entries": {
"soul-memory": {
"enabled": true,
"config": {
"topK": 5,
"minScore": 0.0
}
}
}
}
}
🧪 Testing
# Run full test suite
python3 test_all_modules.py
# Expected output:
# 📊 Results: 8 passed, 0 failed
# ✅ All tests passed!
📋 Feature Details
Priority System
- [C] Critical: Key information, must remember
- [I] Important: Important items, needs attention
- [N] Normal: Daily chat, can decay
Keyword Search
Localized implementation:
- Keyword indexing
- Synonym expansion
- Similarity scoring
Classification System
Default categories (customizable):
- User_Identity(用戶身份)
- Tech_Config(技術配置)
- Project(專案)
- Science(科學)
- History(歷史)
- General(一般)
Cantonese Support
- 語氣詞分級(唔好、好啦、得咩)
- 語境映射(褒貶情緒識別)
- 粵語檢測(簡繁轉換支持)
📦 File Structure
soul-memory/
├── core.py # Core system
├── cli.py # CLI interface
├── install.sh # Auto-install script
├── uninstall.sh # Complete uninstall script
├── test_all_modules.py # Test suite
├── SKILL.md # ClawHub manifest (this file)
├── README.md # Documentation
├── modules/ # 6 functional modules
│ ├── priority_parser.py
│ ├── vector_search.py
│ ├── dynamic_classifier.py
│ ├── version_control.py
│ ├── memory_decay.py
│ └── auto_trigger.py
├── plugin/ # OpenClaw Plugin
│ ├── index.ts # Plugin source
│ └── openclaw.plugin.json
├── cache/ # Cache directory (auto-generated)
└── web/ # Web UI (optional)
🔒 Uninstallation
Complete removal of all integration configs:
# Basic uninstall (will prompt for confirmation)
bash uninstall.sh
# Create backup before uninstall (recommended)
bash uninstall.sh --backup
# Auto-confirm (no manual confirmation)
bash uninstall.sh --backup --confirm
Removed Items:
- OpenClaw Plugin config (
~/.openclaw/openclaw.json) - Heartbeat auto-trigger (
HEARTBEAT.md) - Auto memory injection (Plugin)
- Auto memory save (Post-Response Auto-Save)
🔒 Privacy & Security
- ✅ No external API calls
- ✅ No cloud dependencies
- ✅ Cross-domain isolation, no data sharing
- ✅ Open source MIT License
- ✅ CJK support (Chinese, Japanese, Korean)
📐 Technical Details
- Python Version: 3.7+
- Dependencies: None external (pure Python standard library)
- Storage: Local JSON files
- Search: Keyword matching + semantic expansion
- Classification: Dynamic learning + preset rules
- OpenClaw: Plugin v0.2.1-beta (TypeScript)
📝 Version History
- v3.3.4 (2026-03-07): 🆕 查詢過濾優化(跳過問候語/簡單命令,提高搜索閾值 minScore 0.0→3.0,節省 ~25k token/日)
- v3.3.3 (2026-03-06): 每日快取自動重建(跨日索引更新)
- v3.3.2 (2026-02-28): Heartbeat 自我報告過濾
- v3.3.1 (2026-02-27): 🆕 Heartbeat 自動清理 + Cron Job 集成 + 記憶質量優化(7.9→8.5)
- v3.2.2 (2026-02-25): Heartbeat deduplication + OpenClaw Plugin v0.2.1-beta + Uninstall script
- v3.2.1 (2026-02-19): Index strategy improvement - 93% Token reduction
- v3.2.0 (2026-02-19): Heartbeat active extraction + Lenient mode
- v3.1.1 (2026-02-19): Hotfix: Dual-track memory persistence
- v3.1.0 (2026-02-18): Cantonese grammar branch: Particle grading + context mapping
- v3.0.0 (2026-02-18): Web UI v1.0: FastAPI dashboard + real-time stats
- v2.2.0 (2026-02-18): CJK smart segmentation + Post-Response Auto-Save
- v2.1.0 (2026-02-17): Rebrand to Soul Memory, technical neutralization
- v2.0.0 (2026-02-17): Self-hosted version
📄 License
MIT License - see LICENSE for details
🙏 Acknowledgments
Soul Memory System v3.2 is a personal AI assistant memory management tool, designed for personal use. Not affiliated with OpenClaw project.
🔗 Related Links
- GitHub: https://github.com/kingofqin2026/Soul-Memory-
- Documentation: https://github.com/kingofqin2026/Soul-Memory-/blob/main/README.md
- Web: https://qsttheory.com/
© 2026 Soul Memory System
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