Can I set custom quality standards for my diagrams?

Yes, you can specify document types like 'journal', 'poster', or 'presentation', each of which carries a predefined quality threshold to balance speed and visual polish.

Do I need design software like Illustrator or Lucidchart?

No, you simply describe the diagram in natural language within Claude, and the skill handles all layout, composition, labeling, and professional styling automatically.

How does the automated quality review system work?

The skill uses Gemini 3 Pro to score generated diagrams against specific thresholds based on your document type (e.g., 8.5/10 for journals) and automatically triggers refinement if the score is low.

What types of diagrams can I create with this skill?

You can create neural network architectures (Transformers, CNNs), biological pathways, system block diagrams, circuit schematics, and methodology flowcharts like CONSORT or PRISMA.

Scientific Schematics

Name: Scientific Schematics
Author: K-Dense-AI

byK-Dense-AI

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2,188

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Data Science & ML

Generates publication-ready scientific diagrams and architectures with automated quality review and iterative refinement.

Scientific Schematics empowers researchers and developers to transform complex technical concepts into publication-quality visuals using AI-driven generation and smart refinement. By leveraging Nano Banana Pro for generation and Gemini 3 Pro for objective quality auditing, the skill creates specialized diagrams including neural network architectures, biological pathways, and methodology flowcharts tailored to specific standards like Nature or Science. It automates the entire design process—from layout and labeling to professional styling—eliminating the need for manual drawing tools while ensuring visuals meet the rigorous thresholds required for journals, conferences, and technical reports.

Key Features

01AI-powered generation of complex scientific architectures and diagrams

02Smart iterative refinement that regenerates only when quality standards aren't met

03Support for multiple formats including CONSORT flowcharts, ML architectures, and biological pathways

042,188 GitHub stars

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

06Publication-ready outputs following scientific visualization best practices

Use Cases

01Generating complex biological signaling pathways and molecular interaction diagrams

02Creating standardized CONSORT or PRISMA methodology flowcharts for clinical studies

03Visualizing neural network architectures for machine learning research papers

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add k-dense-ai/claude-scientific-skills scientific-schematics

For use in Claude.ai and ChatGPT

Download Skill