What is 'Smart Iteration'?

Smart iteration saves time and API costs by only regenerating a diagram if the initial version fails to meet the quality threshold for your specific use case, such as a poster or a thesis.

Do I need to know how to use graphic design tools?

No. You simply describe your diagram in natural language, and the AI handles all layout, composition, and styling automatically without requiring templates or manual drawing.

How does the automated quality review work?

Gemini 3 Pro evaluates every generated diagram against specific thresholds for your document type—such as 8.5/10 for journals—checking for scientific accuracy, label readability, and professional layout.

What types of diagrams can I generate with this skill?

You can generate a wide range of technical visuals including neural network architectures (Transformers, CNNs), flowcharts (CONSORT, PRISMA), biological pathways, circuit diagrams, and system block diagrams.

Scientific Schematics

Name: Scientific Schematics
Author: pur3v4d3r

bypur3v4d3r

•

Data Science & ML

Generates publication-quality scientific diagrams and technical schematics with automated AI quality review and smart iteration.

This skill enables researchers and engineers to transform complex concepts into professional visual representations directly from the command line. By leveraging Nano Banana Pro AI for image generation and Gemini 3 Pro for automated peer-review, it ensures all diagrams meet specific quality thresholds tailored for journals, conferences, and presentations. Whether you need neural network architectures, biological signaling pathways, or CONSORT flowcharts, this tool automates the layout, labeling, and styling processes, eliminating the need for manual drawing while maintaining rigorous scientific standards.

Key Features

01Versioned image output with detailed JSON review logs and quality critiques

02Smart iteration workflow that only regenerates if quality scores fall below targets

031 GitHub stars

04Publication-ready generation for Nature, Science, and peer-reviewed journals

05Automated quality review using Gemini 3 Pro against document-specific thresholds

06Support for complex neural networks, biological pathways, and system architectures

Use Cases

01Generating professional neural network architecture diagrams for machine learning papers

02Creating CONSORT or PRISMA methodology flowcharts for clinical study designs

03Visualizing intricate biological signaling cascades and molecular interactions for research

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add pur3v4d3r/pur3-pkb-codebase __scientific-skills

For use in Claude.ai and ChatGPT

Download Skill