surface_tension_predictor
OfficialSMILES-based surfactant surface tension predictor
AuthorInternScience
Version1.0.0
Installs0
System Documentation
What problem does it solve?
Based on SMILES, this skill outputs surface tension references related to surfactant tasks, enabling OpenClaw integration and local execution for engineering validation.
Core Features & Use Cases
- Provides SMILES-driven surface tension reference predictions for surfactant-related tasks.
- Supports dual backends: a lightweight baseline heuristic and a public_joblib reference model for comparison.
- Facilitates local runs, OpenClaw integration, model testing, and workflow validation across development and deployment.
- Useful for benchmarking different molecules, validating model integration, and comparing outputs against baseline estimates.
Quick Start
Provide a SMILES string to obtain a surface tension reference prediction.
Dependency Matrix
Required Modules
rdkitnumpyjoblibscikit-learnpandasmordred
Components
scriptsreferences
💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: surface_tension_predictor Download link: https://github.com/InternScience/ChemClaw/archive/main.zip#surface-tension-predictor Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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