super-brain

What This Skill Does

The 'super-brain' skill is the cornerstone of persistent intelligence for the OpenClaw platform. It transforms a standard AI agent into an evolving assistant capable of retaining context across sessions, learning user-specific communication preferences, and proactively managing long-term goals. By leveraging an integrated SQLite backend and ChromaDB vector store, the agent stores insights regarding user mood, technical proficiency, and project milestones, ensuring that your AI assistant feels like a companion that grows smarter with every interaction.

Installation

After ensuring the OpenClaw environment is configured, execute the installation command: clawhub install openclaw/skills/skills/aboutyao/super-brain. Once installed, you must perform the mandatory post-installation setup to initialize the local environment: python3 ~/.openclaw/skills/super-brain/scripts/install.py This script generates essential directories and configuration checklists. Failure to execute this setup will prevent the AI from accessing the persistent storage required for its memory functions.

Use Cases

• Long-term Project Tracking: Keep track of complex coding projects or business tasks that span multiple days or weeks, with milestones stored in the user_projects table.
• Personalized Communication: Adjust technical jargon or response brevity automatically based on the 'communication_style' and 'technical_level' stored in your profile.
• Learning & Adaptation: Continuously refine how the AI answers questions by feeding back successful or unsuccessful interaction patterns into the response_patterns database.
• Proactive Assistance: Utilize the pending_reminders queue to have the AI remind you of follow-ups or pending decisions from previous sessions.

Example Prompts

1. "Based on our discussion last week about the Python backend, what was the primary decision we made regarding the database schema?"
2. "I'm starting a new blockchain research project; please sync with my existing knowledge base and keep my response preference as 'concise with code snippets'."
3. "Do you recall the unresolved questions we had from our previous session on the cloud architecture migration?"

Tips & Limitations

• Mandatory Initialization: Always verify the super-brain database is active at the start of each session. If the agent does not appear to recall context, confirm that the script initialization was completed.
• Data Privacy: Because this skill stores detailed user profiles and project insights locally, ensure your ~/.openclaw/ directory is secured. The AI relies on the user_id to partition data, so ensure your local agent is correctly authenticated.
• System Maintenance: Periodically clear the cache/ directory to maintain performance, though avoid manual modifications to brain.db directly unless debugging, as this may corrupt the learning models.