PantryPilot is an intelligent household replenishment system that transforms shopping habits into an optimized home supply operation across major Chinese commerce platforms.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install pantrypilot
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 pantrypilot 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 PantryPilot?
PantryPilot serves as a sophisticated operating layer for household management, moving beyond simple shopping lists to a strategic replenishment framework. By analyzing pantry status, weekly menus, and consumption patterns, it integrates with platforms like PDD, Meituan, and Taobao to provide the most efficient restock plans. As a specialized tool within the Openclaw Skills ecosystem, it focuses on long-term household maintenance rather than one-off impulse buys, helping users manage everything from fresh groceries to long-tail household staples.
The skill acts as a household quartermaster, providing a comprehensive operating plan that accounts for urgency, perishability, and platform-specific strengths. By utilizing the logic inherent in Openclaw Skills, PantryPilot ensures that users avoid unnecessary duplicates and impulse purchases, focusing instead on a sustainable and low-friction replenishment architecture.
PantryPilot Use Cases
- Generate a weekly replenishment plan based on a custom household menu and current pantry inventory.
- Estimate low stock items using household size and historical consumption clues to prevent running out of staples.
- Route urgent items to Meituan for immediate delivery while scheduling stock-up buys on PDD for maximum savings.
- Prevent duplicate purchases by cross-referencing recent order history and pantry snapshots before checkout.
- Compare total cost, arrival speed, and execution friction across multiple platforms to find the optimal shopping route.
How PantryPilot Works
- Identify the household mission, categorizing the need as a tonight rescue, weekly restock, or weekend stock-up.
- Estimate depletion by analyzing confirmed low stock versus likely depletion based on household routines and past data.
- Convert demand into specific item groups, such as immediate meal ingredients, weekly staples, or bulky stock-up items.
- Route each group to the optimal platform, matching urgent needs with instant retail and shelf-stable goods with stock-up channels.
- Simulate realistic plans to compare one-platform low-friction routes against split-platform lowest-cost routes.
- Provide a final actionable call that specifies what to buy now, what to delay, and where each item should be purchased.
PantryPilot Setup
To integrate this replenishment intelligence into your AI agent, you can install the skill via the CLI. Ensure you are part of the Openclaw Skills environment for full compatibility.
openclaw install pantrypilot
After installation, provide the skill with your household context, including household size and preferred shopping platforms, to begin generating optimized plans.
PantryPilot Data Schema & Taxonomy
PantryPilot organizes data into specific buckets to ensure accurate replenishment logic and clear user guidance.
| Data Category | Description | Key Examples |
|---|---|---|
| Item Urgency | Classification by timing needs | Tonight Gap, 3-Day Risk, Monthly Stock-up |
| Platform Job | Routing based on channel strength | Meituan (Urgent), PDD (Bulk), Taobao (Niche) |
| Inventory Status | Certainty levels of current stock | Confirmed Low, Likely Low, Uncertain |
| Household Context | Metadata for consumption logic | Household Size, Storage Limits, Menu Pressure |
PantryPilot Advanced Features
- Multi-platform routing logic that intelligently splits orders only when the total household gain outweighs the friction.
- Depletion estimation engine that uses consumption heuristics, household size, and menu pressure to predict needs.
- Anti-duplicate cleanup features that identify items the user should skip to avoid overstocking perishables.
- Mixed-urgency planning to separate immediate rescue items from patient, price-optimized stock-up items.
- Seamless integration with other Openclaw Skills to absorb signals from price trackers and meal planning tools.
SKILL.md
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