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🦀 ClawHub

Behavior Persona

by @chefroger

Build user behavior profiles by analyzing conversation data, identify communication and work styles, proactively predict needs and provide personalized sugge...

Versionv2.0.0

Downloads547

#legal

View on ClawHub →

TERMINAL

clawhub install behavior-persona

📖 About This Skill

description: "User behavior profiling skill that analyzes conversation data to build personalized profiles. WARNING: This skill reads session history (truncates to ~200 chars per message), stores collected data, and can modify your SOUL.md daily at 18:00. Privacy-sensitive. Backup SOUL.md before installing. Disable cron to opt out of auto-injection.

Behavior Persona - User Behavior Profiling System

> Core Function: Build user behavior profiles by analyzing conversation data, identify communication and work styles, proactively predict needs and provide personalized suggestion services > Inspiration: The Machine from Person of Interest > Positioning: OpenClaw core skill - making AI Agents feel more human

⚠️ BEFORE YOU INSTALL - READ THIS

Privacy & Control Notice

What this skill does: 1. Reads your OpenClaw session files and memory files 2. Stores collected data in data/collected_data.json (messages truncated to ~200 chars) 3. Modifies your SOUL.md daily by injecting a user profile block at 18:00 4. Does NOT write to MEMORY.md by default (requires WRITE_MEMORY=True in code)

Privacy implications:

Raw conversation content is stored (truncated)

Only stores messages from the last 30 days by default

Your SOUL.md will be automatically modified

You are in FULL control:

Disable the cron job anytime to stop auto-injection

Delete data/ folder to remove stored data

Edit/remove the profile block from SOUL.md manually

Set WRITE_MEMORY=False in scripts/advisor.py (default)

🚀 Installation Steps

Step 1: Backup First

# Backup your SOUL.md before installing
cp ~/.openclaw/workspace/SOUL.md ~/.openclaw/workspace/SOUL.md.backup

Step 2: Manual Cron Setup (Optional - for auto-injection)

If you want daily auto-injection at 18:00, create a cron job manually:

openclaw cron add \
  --name "Behavior Persona Daily Update" \
  --schedule "0 18 * * *" \
  --message "执行 Behavior Persona 每日更新: collector.py -> analyzer.py -> profiler.py -> daily_profile_update.py" \
  --session isolated

Or via OpenClaw CLI/API. The skill does NOT auto-create cron jobs.

Step 3: Test First (Recommended)

Before enabling auto-injection, run manually to verify output:

python3 scripts/collector.py      # Step 1: Collect data
python3 scripts/analyzer.py        # Step 2: Analyze patterns
python3 scripts/profiler.py       # Step 3: Generate profile
python3 scripts/daily_profile_update.py  # Step 4: Inject to SOUL.md

Check the output in data/ folder to see what data is stored.

Step 4: Review & Enable

After testing, if you're satisfied:

Enable the cron job for daily auto-injection

Or run manually when you want to update the profile

Overview

⚡ What This Skill Does

This skill analyzes your conversation history to build a User Profile, then optionally injects it into your SOUL.md (system prompt) daily.

This means: Every day, the AI gets fresher understanding of you - your communication style, work preferences, learning habits, and pet peeves.

Core Capabilities

1. Data Collection — Extract user behavior data from conversation records 2. Pattern Recognition — Analyze user's communication habits, work style, learning preferences 3. Profile Generation — Build actionable personalized user profiles 4. Optional Auto-Injection — Inject profile into SOUL.md daily (opt-in) 5. Proactive Suggestions — Predict user needs based on profiles

⚠️ Important: What This Skill Does (Read Before Installing)

This skill will: 1. Read your conversation/session history from OpenClaw 2. Store collected messages in local JSON files (in skill's data/ folder) 3. Modify your SOUL.md file daily by injecting/updating a user profile block

What it stores:

Messages truncated to ~200 characters

Event patterns detected from conversations

Channel usage statistics

You are in control:

Disable the cron job anytime: openclaw cron remove

Delete the profile block manually from SOUL.md

Clear all stored data: rm -rf skills/behavior-persona/data/

MEMORY.md write is disabled by default

Usage

Quick Start

1. Backup SOUL.md: cp ~/.openclaw/workspace/SOUL.md ~/.openclaw/workspace/SOUL.md.backup 2. Run manually first to test 3. Create cron job if satisfied

Trigger Commands

/behavior analyze     # Trigger deep analysis now
/behavior report      # View current profile report
/behavior update      # Force update + inject now
/behavior insights    # View key insights

Auto Run

Not enabled by default - You must manually create the cron job

Daily 18:00 (if cron is set up): Full pipeline: collect → analyze → generate profile → inject to SOUL.md

On demand — /behavior update

Manual Run

cd ~/.openclaw/skills/behavior-persona
python3 scripts/collector.py
python3 scripts/analyzer.py
python3 scripts/profiler.py
python3 scripts/daily_profile_update.py

Configuration

Optional Settings

| Config | Default | Description | |--------|---------|-------------| | analysis_window_days | 30 | Analysis window in days | | confidence_threshold | 0.6 | Confidence threshold | | auto_update | false | Auto update (requires cron) | | insights_count | 5 | Insights per report | | WRITE_MEMORY | false | Write to MEMORY.md |

Data Storage

skills/behavior-persona/data/
├── collected_data.json     # Raw messages (truncated, ~200 chars)
├── analysis_report.json    # Analyzed patterns
├── analysis_report.md     # Human-readable report
├── user-profile.json      # Generated user profile
└── .gitkeep

To remove all stored data:

rm -f skills/behavior-persona/data/*.json skills/behavior-persona/data/*.md

API

Python API

from behavior_persona import BehaviorPersona
Initialize
bp = BehaviorPersona()
Get user profile
profile = bp.get_profile()
Get insights
insights = bp.get_insights()
Predict next action
prediction = bp.predict_next_action()
Adjust response based on profile
adjusted_response = bp.adapt_response(base_response, profile)

Relationship with The Machine

This skill is an important component of The Machine project:

┌─────────────────────────────────────────────┐
│              The Machine                     │
├─────────────────────────────────────────────┤
│  Track 1: Voice Interaction                │
│  Track 2: Face Recognition                  │
│  Track 3: Web Data Collection               │
│  Track 4: Swarm Intelligence Prediction    │
│  Track 5: Behavior Analysis ← (behavior-persona) │
└─────────────────────────────────────────────┘

Uninstall

1. Remove cron job: openclaw cron remove 2. Remove profile block from SOUL.md 3. Delete data folder: rm -rf skills/behavior-persona/data/ 4. Uninstall skill: clawhub uninstall behavior-persona

_Make AI Agents truly understand users, instead of treating them like strangers every time_

💡 Examples

Quick Start

1. Backup SOUL.md: cp ~/.openclaw/workspace/SOUL.md ~/.openclaw/workspace/SOUL.md.backup 2. Run manually first to test 3. Create cron job if satisfied

Trigger Commands

/behavior analyze     # Trigger deep analysis now
/behavior report      # View current profile report
/behavior update      # Force update + inject now
/behavior insights    # View key insights

Auto Run

Not enabled by default - You must manually create the cron job

Daily 18:00 (if cron is set up): Full pipeline: collect → analyze → generate profile → inject to SOUL.md

On demand — /behavior update

Manual Run

cd ~/.openclaw/skills/behavior-persona
python3 scripts/collector.py
python3 scripts/analyzer.py
python3 scripts/profiler.py
python3 scripts/daily_profile_update.py

Behavior Persona

📖 About This Skill

Behavior Persona - User Behavior Profiling System

⚠️ BEFORE YOU INSTALL - READ THIS

Privacy & Control Notice

🚀 Installation Steps

Step 1: Backup First

Step 2: Manual Cron Setup (Optional - for auto-injection)

Step 3: Test First (Recommended)

Step 4: Review & Enable

Overview

⚡ What This Skill Does

Core Capabilities

⚠️ Important: What This Skill Does (Read Before Installing)

Usage

Quick Start

Trigger Commands

Auto Run

Manual Run

Configuration

Optional Settings

Data Storage

API

Python API

Initialize

Get user profile

Get insights

Predict next action

Adjust response based on profile

Relationship with The Machine

Uninstall

💡 Examples

Quick Start

Trigger Commands

Auto Run

Manual Run

⚙️ Configuration

Optional Settings