A governance and optimization utility designed to maintain high-performance memory structures and reduce token bloat in AI agents.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install memory-audit-guardian
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install memory-audit-guardian using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is Memory Audit Guardian?
Memory Audit Guardian is a specialized tool for developers managing complex AI agent architectures. It provides a structured governance framework to ensure that an agent's core configuration files—including SOUL, USER, MEMORY, TOOLS, and AGENTS—stay within their defined functional boundaries. By preventing role contamination and data duplication, this utility ensures that Openclaw Skills remain responsive and accurate.
The skill acts as a performance auditor, specifically targeting the efficiency of the context window. It monitors file sizes, enforces retrieval discipline, and validates QMD (Query Map Directory) routing quality. This systematic approach prevents the "noise" that typically accumulates over time in long-lived AI sessions, ensuring your agent focuses only on high-value facts and relevant protocols.
Memory Audit Guardian Use Cases
- Conducting weekly memory health checks to prevent performance degradation.
- Optimizing token usage when core configuration files exceed the 10KB efficiency threshold.
- Debugging retrieval errors caused by poor QMD routing or keyword dumps.
- Enforcing strict separation between persona definitions (SOUL) and execution rules (TOOLS).
- Generating actionable audit reports to track memory evolution and quality over time.
How Memory Audit Guardian Works
- The skill reads the core system files: SOUL.md, USER.md, MEMORY.md, TOOLS.md, and AGENTS.md.
- It performs a size analysis to detect threshold breaches, such as the MEMORY.md file exceeding 3KB.
- The engine scans for duplication and role-boundary issues, identifying if persona facts have leaked into tool definitions.
- It evaluates QMD routing fields to ensure they contain only essential protocols and 20-40 high-value anchors.
- It produces a structured audit report with a health score, risk assessment, and a list of specific keyword optimizations.
Memory Audit Guardian Setup
To integrate this utility into your workflow, ensure your project follows the standard Openclaw Skills file structure. You can trigger an audit via your agent interface or CLI:
# Run a manual memory audit
openclaw run memory-audit-guardian
# Review the generated report
cat memory/memory-audit-$(date +%Y-%W).md
Memory Audit Guardian Data Schema & Taxonomy
The skill enforces a specific organizational taxonomy for all Openclaw Skills data:
| Component | Role | Target Size |
|---|---|---|
| SOUL | Persona and Identity | Part of 8-10KB Core |
| USER | User Profile and History | Part of 8-10KB Core |
| MEMORY | High-value facts and QMD anchors | < 3KB |
| TOOLS | Execution rules and capabilities | Part of 8-10KB Core |
| AGENTS | Governance and multi-agent policies | Part of 8-10KB Core |
| DAILY LOGS | Event logs and ephemeral data | External to Core |
Memory Audit Guardian Advanced Features
- QMD Routing Validation: Automatically rejects keyword dumps in favor of precise anchor protocols.
- Add-3/Remove-3 Suggestions: Provides specific keyword recommendations to sharpen retrieval accuracy.
- Automated Health Scoring: Assigns an A/B/C grade to your memory architecture based on token efficiency and role discipline.
- Guarded Updates: Suggests append-only edits or minimal updates to protect user-defined files from accidental overwriting.
SKILL.md
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