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.