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scientific-schematics

Generate publication-quality scientific diagrams from natural language descriptions.

15|2|Updated Dec 17, 2025
Search Tags:#gemini-3-pro#publication-quality#iterative-refinement#scientific-visualization#diagram-automation#ai-diagram-generation
One-click install
npx skills add https://github.com/rubensliv/k-dense-ai --skill scientific-schematics-rubensliv
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: scientific-schematics
Source: https://github.com/rubensliv/k-dense-ai/tree/main/scientific-skills/scientific-schematics
Command: npx skills add https://github.com/rubensliv/k-dense-ai --skill scientific-schematics-rubensliv

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires requests, and includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill automates the creation of publication-quality scientific diagrams from plain natural language descriptions, eliminating manual drawing and iterative refinement overhead.

Core Features & Use Cases

  • Smart iterative refinement powered by Gemini 3 Pro quality review to ensure document-type threshold satisfaction
  • Supports neural network architectures, system diagrams, flowcharts, biological pathways, and complex scientific visualizations
  • Automatically stores versioned outputs and detailed review logs for reproducibility and auditability

Quick Start

Describe your diagram in natural language and run the generator to produce publication-ready, iteratively refined figures.

Frequently Asked Questions about scientific-schematics

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I generate publication-quality scientific diagrams from natural language?▼

You can generate publication-quality scientific diagrams by providing plain natural language descriptions to an AI generator, which uses iterative refinement and a Gemini 3 Pro quality review to meet document-type thresholds for journals or posters.

What types of scientific visualizations can be automated from text descriptions?▼

Text-to-diagram automation supports neural network architectures, system diagrams, flowcharts, biological pathways, and complex scientific visualizations across various publication formats like theses and presentations.

Do I need an OpenRouter API key to automate scientific diagram generation?▼

Yes, a valid OpenRouter API key is required to automate scientific diagram generation, as the process relies on the Nano Banana Pro AI to produce and iteratively refine the publication-ready outputs.

How does iterative refinement work for AI-generated scientific diagrams?▼

Iterative refinement for AI-generated scientific diagrams works by applying Gemini 3 Pro quality reviews against document-type thresholds, automatically storing versioned outputs and detailed review logs to ensure publication readiness and reproducibility.

What is the best way to ensure my AI-generated neural network diagrams meet journal thresholds?▼

The best way to ensure neural network diagrams meet journal thresholds is using an automated generator that applies smart iterative refinement and document-type specific quality reviews before outputting the final publication-ready figures.

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