memory-compression-system

What This Skill Does

The Memory Compression System is a professional-grade utility designed to optimize the OpenClaw agent's contextual footprint. By combining sophisticated memory management, multi-tier compression algorithms, and unified search capabilities, this skill enables the agent to retain long-term historical data without sacrificing performance or exceeding token limits. It automates the maintenance of memory logs through a reliable scheduling system, ensuring that context windows stay clean and efficient. Whether you are managing deep project history or daily chat logs, this system ensures your agent's 'brain' remains agile by reducing data size by up to 85% through its proprietary Ultra Compact (UCMP) format.

Installation

For most users, installation is seamless via ClawHub. Simply execute clawhub install openclaw/skills/skills/hassffw/memory-compression-system in your terminal. For those requiring a custom environment or manual auditing, you can clone the repository directly into your /home/node/.openclaw/workspace/skills directory and run the scripts/install.sh file to finalize dependencies. Once installed, initialize the automation by running scripts/enable.sh to begin the 6-hour interval maintenance cycles.

Use Cases

This skill is ideal for power users and developers who maintain large-scale agent context over extended periods. It is perfect for project management, where developers need to recall documentation or code structures from weeks ago without loading massive context windows into the current session. Additionally, it serves as an excellent tool for log rotation and historical data archiving, ensuring that relevant insights are always searchable while keeping active workspace files light and performant.

Example Prompts

1. "Perform a manual compression of all memory files using the ultra format to clear up space for our current project task."
2. "Search through my historical memory logs for the session where we discussed the API refactoring strategy from last week."
3. "Show me a list of all compressed memory files currently residing in the system and verify their health status."

Tips & Limitations

To get the best results, use the Ultra Compact (UCMP) format for archives you do not intend to access frequently, as it targets 150 tokens. For data you need to query often, rely on the Base64 Compact format. Remember that while search is context-aware, heavily compressed files may take slightly longer to index compared to raw memory files. Always verify that your backup system has sufficient storage space, as the skill performs automatic backups before every compression cycle to prevent data loss.