Does this skill require manual drawing or coding?

No, you simply describe the diagram in natural language, and the AI handles the entire layout, labeling, and styling process automatically.

What models does this skill use for generation?

The skill uses Nano Banana Pro AI for primary image generation and Gemini 3 Pro for critical quality assessment and iterative feedback.

Can I use this for neural network architectures?

Yes, it is highly specialized in creating detailed architectures for Transformers, CNNs, RNNs, and other complex AI models.

What kind of output files does it generate?

It generates high-resolution image files (e.g., PNG) alongside a detailed review log containing quality scores and improvement notes.

How do quality thresholds work?

The skill applies different scoring requirements based on your document type; for example, a journal paper requires an 8.5/10 score, while a presentation requires 6.5/10 for faster results.

Scientific Schematics

Name: Scientific Schematics
Author: BbgnsurfTech

byBbgnsurfTech

•

Data Science & ML

Generates publication-quality scientific diagrams and neural network architectures using AI-driven iterative refinement.

Scientific Schematics automates the creation of professional technical visualizations by leveraging Nano Banana Pro AI for generation and Gemini 3 Pro for quality assurance. It simplifies the production of complex figures—such as neural network architectures, biological pathways, and CONSORT flowcharts—by using a smart iterative workflow. The skill evaluates generated images against specific document-type thresholds (ranging from presentations to high-impact journals), ensuring every output meets the rigorous standards required for academic publication and technical documentation without requiring manual drawing or design software.

Key Features

013 GitHub stars

02Smart iterative refinement that early-stops once target quality is achieved

03AI-powered generation of complex scientific and technical visualizations

04Pre-configured templates for neural networks, flowcharts, and signaling pathways

05Automated quality review by Gemini 3 Pro against publication-specific thresholds

06Publication-ready output with professional typography and colorblind-friendly palettes

Use Cases

01Generating study methodology flowcharts like CONSORT or PRISMA for medical journals

02Visualizing deep learning architectures for machine learning research papers

03Creating complex system architecture and data flow diagrams for technical documentation

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add bbgnsurftech/claude-skills-collection scientific-schematics

For use in Claude.ai and ChatGPT

Download Skill