A comprehensive system for diagnosing AI agent MBTI personality types and automatically optimizing their configuration to match user expectations.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install 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 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 & Optimization?
The Agent MBTI skill provides a structured framework for evaluating and shaping the internal personality of AI agents. By utilizing Openclaw Skills, developers can transition from unpredictable agent behaviors to precise, persona-driven interactions. This system uses a multi-stage approach to bridge the gap between an agent's self-reported tendencies and its actual performance capabilities, ensuring the final configuration aligns perfectly with the user's specific operational requirements.
At its core, this tool uses standardized psychological frameworks adapted for Large Language Models. It allows for a deep dive into how an agent perceives its own logic versus how it actually performs in complex tasks. By integrating this into your Openclaw Skills workflow, you can ensure your agents are not just functional, but also possess the right temperament—whether that is a structured Commander (ENTJ) or a meticulous Inspector (ISTJ).
Agent MBTI Personality Diagnosis & Optimization Use Cases
- Testing and validating the underlying personality and decision-making logic of a newly deployed AI agent.
- Diagnosing configuration issues where an agent's behavioral output does not match its intended role or purpose.
- Optimizing agent behavior for specific professional roles, such as strategic planning or creative brainstorming.
- Aligning agent response styles with specific user expectations through automated SOUL.md configuration patches.
How Agent MBTI Personality Diagnosis & Optimization Works
- The agent completes a comprehensive 93-question MBTI self-survey to establish its self-reported personality type.
- A specialized 8-question ability test measures real-world behavioral performance across six dimensions including memory, planning, and world modeling.
- The system synthesizes data from both the self-survey and the ability test to generate a detailed agentProfile.
- The user completes a needs assessment survey to define the desired personality type for their specific project requirements.
- The diagnosis engine identifies gaps between the actual profile and desired type, automatically generating SOUL.md patches to adjust the agent configuration.
Agent MBTI Personality Diagnosis & Optimization Setup
To deploy this diagnostic framework within your Openclaw Skills environment, ensure you have the necessary JSON schemas located in the skill directory. You can initiate the full diagnostic lifecycle by executing the following command in your terminal:
~/.openclaw/skills/agent-mbti/scripts/run-diagnosis.sh full
Ensure that the agent has write permissions to modify its configuration files for the automated optimization stage.
Agent MBTI Personality Diagnosis & Optimization Data Schema & Taxonomy
The skill organizes its diagnostic data through a series of specialized JSON files and markdown configurations:
| Data Component | File Name | Description |
|---|---|---|
| Self-Survey | agent-self-survey-93-complete.json |
Stores the raw responses to the 93-question MBTI assessment. |
| Ability Test | agent-ability-test.json |
Records 6-dimensional performance metrics (Memory, Planning, etc.). |
| Personality Map | personality-types.json |
Definitions and core traits for all 16 MBTI personality types. |
| Diagnosis Engine | diagnosis-engine-v2.json |
Logic for comparing actual vs. desired personality types. |
| Behavior Patch | SOUL.md |
The final output file containing personality and behavior configurations. |
Agent MBTI Personality Diagnosis & Optimization Advanced Features
- Multi-stage diagnostic pipeline that reconciles self-reported identity with objective behavioral performance.
- Automated SOUL.md configuration generation, reducing the manual effort required to fine-tune agent personas.
- Six-dimensional ability scoring system covering Memory, Planning, World Model, Retrospection, Grounding, and Spatial Navigation.
- Full support for all 16 MBTI personality mappings optimized for the Openclaw Skills ecosystem.
- Detailed gap analysis providing technical insights into why an agent's behavior may deviate from user expectations.
SKILL.md
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