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2026-03-21 01:10:53 +08:00
---
name: memory-tools
description: Agent-controlled memory plugin for OpenClaw with confidence scoring, decay, and semantic search. The agent decides WHEN to store/retrieve memories — no auto-capture noise.
homepage: https://github.com/Purple-Horizons/openclaw-memory-tools
metadata:
openclaw:
emoji: 🧠
kind: plugin
requires:
env:
- OPENAI_API_KEY
---
# Memory Tools
Agent-controlled persistent memory for OpenClaw.
## Why Memory-as-Tools?
Traditional memory systems auto-capture everything, flooding context with irrelevant information. Memory Tools follows the [AgeMem](https://arxiv.org/abs/2409.02634) approach: **the agent decides** when to store and retrieve memories.
## Features
- **6 Memory Tools**: `memory_store`, `memory_update`, `memory_forget`, `memory_search`, `memory_summarize`, `memory_list`
- **Confidence Scoring**: Track how certain you are (1.0 = explicit, 0.5 = inferred)
- **Importance Scoring**: Prioritize critical instructions over nice-to-know facts
- **Decay/Expiration**: Temporal memories automatically become stale
- **Semantic Search**: Vector-based similarity via LanceDB
- **Hybrid Storage**: SQLite (debuggable) + LanceDB (fast vectors)
- **Conflict Resolution**: New info auto-supersedes old (no contradictions)
## Installation
### Step 1: Install from ClawHub
```bash
clawhub install memory-tools
```
### Step 2: Build the plugin
```bash
cd skills/memory-tools
npm install
npm run build
```
### Step 3: Activate the plugin
```bash
openclaw plugins install --link .
openclaw plugins enable memory-tools
```
### Step 4: Restart the gateway
**Standard (systemd):**
```bash
openclaw gateway restart
```
**Docker (no systemd):**
```bash
# Kill existing gateway
pkill -f openclaw-gateway
# Start in background
nohup openclaw gateway --port 18789 --verbose > /tmp/openclaw-gateway.log 2>&1 &
```
### Requirements
- `OPENAI_API_KEY` environment variable (for embeddings)
## Memory Categories
| Category | Use For | Example |
|----------|---------|---------|
| fact | Static information | "User's dog is named Rex" |
| preference | Likes/dislikes | "User prefers dark mode" |
| event | Temporal things | "Dentist Tuesday 3pm" |
| relationship | People connections | "Sarah is user's wife" |
| instruction | Standing orders | "Always respond in Spanish" |
| decision | Choices made | "We decided to use PostgreSQL" |
| context | Situational info | "User is job hunting" |
| entity | Named things | "Project Apollo is their startup" |
## Tool Reference
### memory_store
```
memory_store({
content: "User prefers bullet points",
category: "preference",
confidence: 0.9,
importance: 0.7,
tags: ["formatting", "communication"]
})
```
### memory_search
```
memory_search({
query: "formatting preferences",
category: "preference",
limit: 10
})
```
### memory_update
```
memory_update({
id: "abc123",
content: "User now prefers numbered lists",
confidence: 1.0
})
```
### memory_forget
```
memory_forget({
query: "bullet points",
reason: "User corrected preference"
})
```
### memory_summarize
```
memory_summarize({
topic: "user's work projects",
maxMemories: 20
})
```
### memory_list
```
memory_list({
category: "instruction",
sortBy: "importance",
limit: 20
})
```
## Debugging
Inspect what your agent knows:
```bash
sqlite3 ~/.openclaw/memory/tools/memory.db "SELECT id, category, content FROM memories"
```
Export all memories:
```bash
openclaw memory-tools export > memories.json
```
## Troubleshooting
**"Database connection not open" error:**
- Hard restart the gateway: `pkill -f openclaw-gateway`
- Check permissions: `chown -R $(whoami) ~/.openclaw/memory/tools`
**Plugin not loading:**
- Verify build: `ls skills/memory-tools/dist/index.js`
- Check doctor: `openclaw doctor --non-interactive`
## License
MIT — [Purple Horizons](https://github.com/Purple-Horizons)