Plans a path to move the agent between receptacles to search for target objects. Use this when you need to traverse the environment to reach a specific location or systematically explore multiple areas. It takes the current location and destination receptacle as input, and outputs the next 'go to' action to approach the target.
Installs into .claude/skills of the current project.
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---
name: alfworld-navigation-planner
description: Plans a path to move the agent between receptacles to search for target objects. Use this when you need to traverse the environment to reach a specific location or systematically explore multiple areas. It takes the current location and destination receptacle as input, and outputs the next 'go to' action to approach the target.
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# Instructions
Use this skill to navigate between receptacles (e.g., bed, desk, drawer) in a household environment to locate objects. The core logic is handled by the bundled script.
## Input/Output Format
- **Input:** Provide the agent's **current location** and the **target receptacle**.
- **Output:** The skill will return the next `go to {recep}` action to execute.
## How to Use
1. **Identify your goal.** Determine which receptacle you need to search (e.g., `desk 1` to find a `desklamp`).
2. **Call the skill.** Pass your current location and the target receptacle.
3. **Execute the action.** Perform the `go to` action returned by the skill.
4. **Observe and repeat.** After moving, observe the new location. If the target object is not found, use this skill again to plan movement to the next most promising receptacle.
## Key Principles
- **Systematic Search:** Move efficiently between likely receptacles instead of random exploration.
- **Adaptive Planning:** If an action fails ("Nothing happened"), the script's logic helps choose an alternative path.
- **Context Preservation:** Always note your current location after each move for the next planning step.
**Example Thought Process:**
> Thought: I need to find a desklamp. The `desk 1` is a likely location. I am currently at `bed 1`.
> Action: Use `alfworld-navigation-planner` with current location `bed 1` and target `desk 1`.
> Result: `go to desk 1`