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Install in OpenClaw
/install persona-calibration
Description
Create, audit, or update an OpenClaw agent persona through a structured multi-round calibration workflow. Use when the user wants to create a new assistant p...
Usage Guidance
This skill appears to do what it says: run structured interviews and propose persona file edits. Before installing or running it, confirm two things: (1) that the agent is allowed to read public web/GitHub content if you expect external sourcing (private repos would need explicit credentials), and (2) that the agent is allowed to write to the persona files (SOUL.md / IDENTITY.md / USER.md / MEMORY.md). If you want a stricter audit trail, require explicit user approval before any automatic file writes and avoid storing sensitive user data into MEMORY.md.
Capability Analysis
Type: OpenClaw Skill
Name: persona-calibration
Version: 1.0.0
The persona-calibration skill provides a structured, multi-round interview framework for refining an OpenClaw agent's personality and behavioral rules. The workflow emphasizes user approval before modifying core configuration files (SOUL.md, IDENTITY.md, etc.) and includes explicit guardrails against storing sensitive or low-value data in long-term memory. No evidence of data exfiltration, malicious execution, or harmful prompt injection was found; the skill's logic is entirely consistent with its stated purpose of persona management.
Capability Assessment
Purpose & Capability
The name/description (persona calibration) matches the instructions: running multi-round questionnaires, extracting persona dimensions from public examples, and mapping results into SOUL.md / IDENTITY.md / USER.md / MEMORY.md. It does not ask for unrelated credentials or binaries.
Instruction Scope
Instructions explicitly direct the agent to inspect representative sources on GitHub or the web and to edit the OpenClaw persona files. Both actions are appropriate for this skill, but they imply network access (public web/GitHub) and write access to the agent's persona files; the skill does not instruct the agent to read unrelated system files or environment variables.
Install Mechanism
No install spec and no code files are present (instruction-only). This minimizes on-disk risk; nothing is downloaded or installed.
Credentials
The skill declares no environment variables, no credentials, and no config path requirements. The lack of requested secrets is proportional to the stated functionality (public web inspection and editing local persona files).
Persistence & Privilege
The workflow includes producing and applying edits to SOUL.md / IDENTITY.md / USER.md / MEMORY.md. Applying edits requires write permission to those files; the skill recommends proposal→approval for major edits, which is good practice. The skill does not set always:true and does not request elevated or cross-skill configuration changes.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install persona-calibration - After installation, invoke the skill by name or use
/persona-calibration - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
# 1.0.0
Initial release.
- Structured persona calibration workflow for OpenClaw agents
- Supports creating, auditing, and refining agent personas
- Guides updates to SOUL.md, IDENTITY.md, and USER.md
- Helps define tone, communication style, boundaries, initiative, and collaboration preferences
- Works for both first-time setup and ongoing persona iteration
Metadata
Frequently Asked Questions
What is Persona Calibration?
Create, audit, or update an OpenClaw agent persona through a structured multi-round calibration workflow. Use when the user wants to create a new assistant p... It is an AI Agent Skill for Claude Code / OpenClaw, with 106 downloads so far.
How do I install Persona Calibration?
Run "/install persona-calibration" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Persona Calibration free?
Yes, Persona Calibration is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Persona Calibration support?
Persona Calibration is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Persona Calibration?
It is built and maintained by dengyh (@dengyh); the current version is v1.0.0.
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