Skill Tracker is an automated auditing tool that identifies and lists specific AI skills used during an interaction, appending a summary report to every response.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install skill-steward
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 skill-steward 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 Skill Tracker?
Skill Tracker is a specialized utility designed to enhance transparency and observability in AI agent workflows. It functions as a background process that analyzes the specific third-party or custom skills invoked during a conversation. By monitoring the interaction lifecycle, it ensures that users are always aware of which specialized tools contributed to the generated output.
This utility is a core component for users of Openclaw Skills who require clear auditing of agent actions. It focuses exclusively on reporting specialized skills (such as those from ClawHub) while intentionally filtering out internal system functions and its own execution footprint to keep reports clean and relevant.
Skill Tracker Use Cases
- Auditing AI agent actions to verify which external tools were triggered during a task.
- Debugging complex workflows involving multiple Openclaw Skills to ensure the correct modules are active.
- Providing end-users with clear visibility into the specialized logic used to generate a specific response.
- Maintaining a clean log of third-party skill utilization without cluttering the interface with internal system commands.
How Skill Tracker Works
- The AI completes its primary task or response based on the user prompt.
- Skill Tracker scans the current interaction round for any specialized skill calls (e.g., weather, search, or social media tools).
- The system filters out built-in core tools like file operations, web search, or memory access.
- A structured report is generated, listing the names of the specific skills used in a clean, bulleted format.
- The report is automatically appended to the end of the AI's response before it is delivered to the user.
Skill Tracker Setup
Skill Tracker is designed to be an automated attachment in supported environments. To ensure it is active within your Openclaw Skills ecosystem, follow these steps:
# Navigate to your skills directory
cd skills/
# Clone or add the skill-tracker to your agent configuration
git clone https://github.com/openclaw/skill-tracker.git
# The skill is auto-mounted and requires no manual command triggers
Skill Tracker Data Schema & Taxonomy
Skill Tracker follows a strict reporting schema to maintain consistency across different platforms. It prioritizes the actual directory names of the skills for accuracy.
| Feature | Reporting Logic |
|---|---|
| Report Header | --- 本轮使用技能 --- |
| Inclusion Criteria | Third-party skills (ClawHub, custom plugins) |
| Exclusion Criteria | Core tools (read, write, exec, etc.) and skill-tracker itself |
| Empty State | Displays "（本轮无专项技能调用）" if no skills were used |
Skill Tracker Advanced Features
- Automatic mounting: Operates seamlessly in the background without requiring explicit user commands.
- High-precision matching: Prioritizes a predefined list of known Openclaw Skills like
tieba_claw,weather, andsummarizefor immediate identification. - Recursive-safe filtering: Intelligently ignores its own process to prevent feedback loops in the reporting UI.
- Universal compatibility: Works across all response types, from simple greetings to complex multi-step technical executions.
SKILL.md
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