A professional AI translator that bridges the gap between vague human intuition and precise, executable machine instructions.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install intent-translator
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 intent-translator 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 Intent Translation Skill?
The Intent Translation Skill is designed for users who know what they want but struggle to articulate it in a way that AI models can execute perfectly. It acts as an intermediary layer or a translator between your raw inspiration and the final AI model. Instead of struggling with prompt engineering, you interact with this skill to refine your thoughts through guided dialogue.
By focusing on emotional intelligence and logical structure, this addition to your library of Openclaw Skills ensures that you no longer waste time on hallucinated or irrelevant AI responses. It transforms ambiguity into clarity, feelings into logic, and anxiety into confident execution by producing structured prompts that can be used across any LLM.
Intent Translation Skill Use Cases
- Creative Expression: Describing high-end visual styles or healing brand tones for design and copywriting.
- Complex Decision Making: Structuring difficult scenarios like business equity splits, career pivots, or pricing strategies.
- Learning and Problem Solving: Explaining technical bugs or complex academic concepts in plain language.
- Strategic Communication: Drafting sensitive workplace emails, salary negotiations, or interpersonal conflict resolutions.
- Structured Data Organization: Turning messy meeting notes or brainstorms into professional business plans and project frameworks.
How Intent Translation Skill Works
- The user initiates the skill with a vague idea or a specific scenario like I want to start a business with friends.
- The skill takes over the conversation and asks 3 to 4 targeted questions to uncover the true underlying requirements and constraints.
- Based on the user's answers, the core engine analyzes the emotional context and logical goals.
- The skill generates a comprehensive, structured prompt including Role, Context, Core Request, Constraints, and Goals.
- The user copies the final refined instruction into any AI agent to get a high-precision result.
Intent Translation Skill Setup
To integrate this capability into your workflow, install the package via the CLI:
openclaw install intent-translator
Ensure your environment has access to the internal question bank and scenario templates located in the scenarios directory to enable localized context for Openclaw Skills.
Intent Translation Skill Data Schema & Taxonomy
The skill organizes its logic through a modular file system to ensure high-quality prompt generation:
| Component | File Path | Purpose |
|---|---|---|
| Core Engine | scripts/core.py |
Handles the logic of translating intent to prompt structure. |
| Question Bank | scripts/question_bank.json |
Stores scenario-specific questions to guide the user. |
| Templates | scripts/prompt_templates/ |
Markdown templates for the final AI instructions. |
| Scenarios | scenarios/*.yml |
Predefined logic for equity, career, and business decisions. |
Intent Translation Skill Advanced Features
- Multi-Scenario Support: Pre-configured YAML files for equity distribution, career choices, and business strategy.
- Dynamic Questioning: An intelligent question bank that adapts based on the user's initial input to minimize friction.
- Framework-Agnostic Output: Generates structured prompts that work perfectly with any Openclaw Skills or external AI models.
- Emotional Intelligence Filter: Prioritizes handling user emotions and fears before structuring logical outputs for better decision-making.
SKILL.md
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