scientific-schematics

Generate scientific diagrams from natural language prompts with iterative quality review.

1|Updated Jan 14, 2026
One-click install
npx skills add https://github.com/Sologa/codex-pipeline --skill scientific-schematics-sologa
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: scientific-schematics
Source: https://github.com/Sologa/codex-pipeline/tree/main/.codex/skills/scientific-schematics
Command: npx skills add https://github.com/Sologa/codex-pipeline --skill scientific-schematics-sologa

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, eliminating the need for manual drawing or complex coding, and ensuring professional, accessible visuals.

Core Features & Use Cases

  • AI-Powered Generation: Describe your diagram in natural language, and Nano Banana Pro AI creates it.
  • Smart Iterative Refinement: Diagrams are automatically reviewed by Gemini 3 Pro for quality and regenerated only if they fall below document-specific thresholds.
  • Use Case: Generate a CONSORT flowchart for a journal paper, a neural network architecture diagram for a presentation, or a biological pathway for a thesis, all with a simple text description.

Quick Start

Use the scientific-schematics skill to generate a CONSORT participant flow diagram by describing it.

Frequently Asked Questions about scientific-schematics

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

FAQPage Schema
How do I generate scientific diagrams for publication graphics using natural language?▼

To generate scientific diagrams, you provide a text description of the required visual. The AI processes this input to create publication-quality scientific diagrams, eliminating the need for manual drawing or complex coding.

Can I create a CONSORT flowchart or neural network architecture diagram from a text prompt?▼

Yes, you can create a CONSORT flowchart or neural network architecture diagram from a text prompt. The tool supports various diagram types including biological pathways and system diagrams by utilizing natural language prompts.

How does AI iterative refinement work for scientific illustration generation?▼

AI iterative refinement automatically reviews generated scientific illustrations using Gemini 3 Pro. The system evaluates the output against document-specific thresholds and regenerates the image only if it falls below the required quality level.

Do I need Python to use the scientific schematics generation scripts?▼

You need Python if you want to use the provided Python API usage scripts. However, command-line scripts are also included, allowing you to execute the diagram generation process directly without writing Python code.

What is the best way to automate biological pathway visualization for a thesis?▼

The best way to automate biological pathway visualization is using AI-driven generation with Nano Banana Pro. You simply describe the biological pathway in natural language, and the system outputs professional graphics suitable for a thesis.

Are there limitations when using AI art models for technical architecture diagrams?▼

A limitation when using AI art models for technical architecture diagrams is that initial outputs may lack precise detail. The tool mitigates this by applying automatic quality review against document-specific thresholds to ensure technical accuracy.