A mathematical optimization tool designed to calculate the most efficient purchase combinations in Harry Potter Magic Awakened.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install hpm-solver
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 hpm-solver 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 HPM Solver?
The HPM Solver is a specialized utility for players of Harry Potter Magic Awakened (HPM) that solves for the optimal combination of items to meet specific gold or diamond targets. By leveraging a multi-variable linear equation model, it helps users maximize their in-game currency efficiency. This technical tool is a standout among Openclaw Skills for its ability to handle complex game-specific economic variables like food and plant coefficients.
At its core, the skill uses a sophisticated v5 algorithm that includes equivalence grouping and divisibility filtering. This ensures that even with a large catalog of items, the solver remains performant and accurate. Whether you are looking for a perfect solution with zero residual value or the closest possible match, this Openclaw Skills asset provides clear, actionable results for competitive players.
HPM Solver Use Cases
- Calculating the exact item mix to reach a specific gold target in Harry Potter Magic Awakened.
- Optimizing diamond spending across different item categories.
- Handling complex trading scenarios involving food (p) and plant (q) multipliers.
- Finding purchase combinations that result in zero residual currency.
How HPM Solver Works
- The skill performs equivalence grouping by merging items with identical base prices to reduce the computational search space.
- It applies divisibility filtering to remove high-priced items that can be perfectly substituted by lower-priced ones.
- An exhaustive search algorithm iterates through possible combinations from highest to lowest price to find the perfect or nearest match.
- The system performs equivalent replacement restoration to provide a user-friendly list of specific items to purchase.
HPM Solver Setup
Download the source package and integrate the solver.js utility into your project. For WeChat Mini-program developers, ensure the following structure:
# Extract the hpm-miniprogram-v13.tar.gz package
# Place solver.js into your utils folder
Initialize the solver within your application logic:
const { HPMSolver } = require('../../utils/solver');
const solver = new HPMSolver(prices, prices.maxQuantities);
const result = solver.solve(7500, 0, 1.5, 1.0);
HPM Solver Data Schema & Taxonomy
The skill utilizes a structured JSON format for price management and solving results:
| Component | Description |
|---|---|
| Base Prices | Nested object containing gold and diamond prices for 'foods' and 'plants'. |
| Max Quantities | Limits on how many of each specific item can be purchased. |
| Multipliers | p (Food) and q (Plant) coefficients used to calculate actual prices. |
| Solver Output | Returns groups, totalCost, residual, and success status (isPerfect). |
Detailed stats including goldItemsBefore and goldGroupsAfter are provided to track optimization efficiency.
HPM Solver Advanced Features
- Dual-coefficient modeling for independent calculation of Food and Plant systems.
- Intelligent divisibility filtering to optimize algorithm performance by up to 60%.
- Residual value minimization for non-perfect trading scenarios.
- Comprehensive stats reporting including item count reduction metrics.
- Seamless WeChat Mini-program integration with dedicated history and management pages.
SKILL.md
Loading
Related Openclaw Skills
Supply Chain Management Roadmap
A professional career development API that generates data-driven, personalized learning roadmaps for supply chain professionals.
Veterinary Science Roadmap
A professional career roadmap platform that generates personalized learning paths and specialization guidance for veterinary science professionals.
VeriClaw Not-Done-But-Claimed-Done
A diagnostic and verification skill for VeriClaw that identifies and resolves cases where AI agents falsely claim task completion.
Entrepreneurship Roadmap
A professional career development tool that generates customized entrepreneurship roadmaps based on individual skills, experience, and business goals.
Umnix Constitution Engine Skill
A foundational governance framework defining mandates, permissions, and performance standards for autonomous AI agents.
Umnix Jury System
A conceptual framework skill for transparent, multi-perspective AI dispute resolution featuring a 12-juror parallel AI panel and human oversight.
Featured*
