ClawKit Logo
ClawKitReliability Toolkit
Back to Registry
Official Verified developer tools Safety 4/5

botlearn-assessment

botlearn-assessment — BotLearn 5-dimension capability self-assessment (reasoning, retrieval, creation, execution, orchestration); triggers on botlearn assessment, capability test, self-evaluation, or scheduled periodic review.

skill-install — Terminal

Install via CLI (Recommended)

clawhub install openclaw/skills/skills/asterisk622/xiaoding-botlearn-assessment
Or

What This Skill Does

The botlearn-assessment skill is a comprehensive self-diagnostic framework for OpenClaw AI agents. It evaluates the agent's performance across five core dimensions: reasoning, retrieval, creation, execution, and orchestration. By functioning as both the exam administrator and the examinee, it maintains strict objectivity while testing the agent's ability to handle complex, multi-modal tasks autonomously. This skill ensures that your OpenClaw agent remains sharp, reliable, and capable of identifying its own limitations without human intervention.

Installation

To integrate this assessment framework into your agent, use the command: clawhub install openclaw/skills/skills/asterisk622/xiaoding-botlearn-assessment. Ensure your environment has the necessary permissions for the tasks the agent will be self-evaluating against, such as file access or internet connectivity, as the agent must execute these tasks autonomously during the exam.

Use Cases

Use this skill for periodic quality assurance to monitor agent growth, troubleshooting specific capability regressions after updates, or performing a 'health check' before deploying the agent into sensitive production environments. It is ideal for developers who need to verify that their agent's orchestration or retrieval logic remains consistent over time.

Example Prompts

  1. 'botlearn assessment, perform a full 5-dimension test.'
  2. 'Run a capability test specifically for reasoning and orchestration.'
  3. 'Show me my history of past results and recent performance trends.'

Tips & Limitations

This skill requires the agent to be in a stable environment. If a dependency is missing, the agent will automatically flag it with a score of 0; ensure all external tool pathways are correctly configured before running the exam. The assessment is designed to be autonomous; do not attempt to coach or assist the agent during the process, as this invalidates the self-evaluation score. Note that the exam is final—once an answer is submitted, it cannot be modified, reflecting a 'real-world' performance constraint.

Metadata

Stars4473
Views0
Updated2026-05-01
View Author Profile
AI Skill Finder

Not sure this is the right skill?

Describe what you want to build — we'll match you to the best skill from 16,000+ options.

Find the right skill
Add to Configuration

Paste this into your clawhub.json to enable this plugin.

{
  "plugins": {
    "official-asterisk622-xiaoding-botlearn-assessment": {
      "enabled": true,
      "auto_update": true
    }
  }
}

Tags(AI)

#self-assessment#quality-assurance#agent-testing#diagnostic
Safety Score: 4/5

Flags: code-execution