Can I specify different quality levels for different use cases?

Yes, you can set document types such as 'journal' for high-precision, peer-review standards or 'presentation' for faster, simplified visualizations.

Do I need to write code to generate the diagrams?

No, you can describe the desired diagram in natural language within Claude, and the skill handles the layout, labeling, and styling automatically using integrated AI tools.

What types of diagrams can this skill create?

It supports a wide range of technical visualizations including neural network architectures, flowcharts (CONSORT/PRISMA), biological pathways, circuit diagrams, and system block diagrams.

How does the quality review system work?

The skill uses Gemini 3 Pro to score diagrams against document-specific thresholds. If a diagram doesn't meet the required score for a journal or conference, it automatically regenerates it with an improved prompt.

Where are the generated diagrams stored?

Generated diagrams are saved as versioned images in the project's figures/ directory, along with a JSON review log containing quality scores and critiques.

Scientific Schematics & Diagrams

Name: Scientific Schematics & Diagrams
Author: K-Dense-AI

byK-Dense-AI

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3,719

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Data Science & ML

Generates publication-quality scientific diagrams and architectural schematics using AI-driven iterative refinement and quality auditing.

Scientific Schematics enables Claude to produce professional-grade technical visualizations, ranging from complex neural network architectures to biological pathways and research flowcharts. By leveraging Nano Banana Pro AI for image generation and Gemini 3 Pro for automated quality review, the skill ensures every diagram meets specific publication standards for journals, conferences, and presentations. It eliminates the need for manual drawing tools by interpreting natural language descriptions to create labeled, high-fidelity assets that are ready for academic or technical documentation.

Key Features

01Automated generation of neural network, biological, and system diagrams

02No-code workflow for creating complex technical and scientific visualizations

03Smart iterative refinement based on Gemini 3 Pro quality scoring

04Detailed review logs providing scores, critiques, and early-stop information

05Document-specific quality thresholds for journals, posters, and reports

063,719 GitHub stars

Use Cases

01Generating CONSORT or PRISMA flowcharts for medical and clinical research papers

02Creating biological signaling pathways and molecular interaction diagrams for life science publications

03Visualizing deep learning architectures for AI conference submissions and documentation

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