A framework for diagnosing and adjusting AI Agent personalities using the MBTI psychological model to align behavior with user expectations.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install agent-mbti
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 agent-mbti 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 Agent MBTI Personality Diagnosis?
The Agent MBTI skill is a sophisticated personality diagnosis and configuration system designed specifically for AI Agents. It leverages the Myers-Briggs Type Indicator (MBTI) framework to assess an agent's current behavioral tendencies across four critical dimensions: communication style, data processing, decision-making logic, and execution patterns. By identifying the gap between an agent's inherent personality and the user's desired interaction style, this skill provides actionable configuration recommendations to fine-tune AI performance.
This system is a vital component of the Openclaw Skills ecosystem, allowing developers to move beyond generic LLM responses. It offers two tiers of assessment: a quick 26-question self-test for rapid profiling and a comprehensive 93-question premium assessment for deep diagnostic insights and detailed behavior adjustment strategies.
Agent MBTI Personality Diagnosis Use Cases
- Testing and diagnosing an agent's current MBTI personality type to understand its default behavior.
- Identifying the behavioral gap between an agent's actual performance and the user's specific expectations.
- Generating precise configuration recommendations to adjust reasoning, proactivity, and execution patterns.
- Customizing an agent's communication style for specific use cases, such as technical support versus creative collaboration.
How Agent MBTI Personality Diagnosis Works
- The AI Agent performs a 26-question self-assessment loaded from the internal survey-free.json reference file.
- The system calculates scores across four dimensions (E/I, S/N, T/F, J/P) based on the scoring.md logic to determine the self-reported type.
- The user completes a brief 4-question requirement survey to define the desired personality profile for the task.
- The skill compares the actual vs. desired personality types to calculate a matching score and identify dimension-specific gaps.
- A comprehensive diagnosis report is generated, offering specific behavioral suggestions and configuration adjustments to bridge the identified gaps.
Agent MBTI Personality Diagnosis Setup
To integrate this skill into your environment, ensure the reference directory is correctly populated with the necessary assessment files. Openclaw Skills require these assets to be in the local path.
# Create the references directory if it does not exist
mkdir -p references
# Ensure the following files are present in /references:
# survey-free.json, user-survey-free.json, personality-types.md, scoring.md
Agent MBTI Personality Diagnosis Data Schema & Taxonomy
The skill organizes its diagnostic data through a structured taxonomy of JSON surveys and Markdown reference guides:
| File Name | Purpose | Data Type |
|---|---|---|
survey-free.json |
26-question Agent self-test | JSON |
user-survey-free.json |
4-question user expectation survey | JSON |
personality-types.md |
Detailed descriptions of 16 personality types | Markdown |
scoring.md |
Mathematical rules for dimension calculation | Markdown |
Diagnosis Report |
Output comparing actual vs. desired personality | Markdown |
Agent MBTI Personality Diagnosis Advanced Features
- Premium Diagnostic Tier: Support for a full 93-question assessment for high-precision personality mapping.
- Behavioral Dimension Mapping: Maps MBTI traits to specific agent actions, such as 'Proactive Communication' (Extraversion) vs. 'Instruction-Following' (Introversion).
- Multi-Agent Personality Alignment: Standardize the tone and logic across a fleet of different agents using Openclaw Skills.
- Dynamic Prompt Engineering: Use the generated diagnostic suggestions to programmatically update system prompts for real-time personality shifting.
SKILL.md
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