scientific-schematics

Generate publication-quality scientific diagrams from natural-language descriptions with quality review.

Updated Aug 23, 2026
One-click install
npx skills add https://github.com/gabrielvuksani/wotann --skill scientific-schematics-gabrielvuksani
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: scientific-schematics
Source: https://github.com/gabrielvuksani/wotann/tree/main/skills/scientific/scientific-schematics
Command: npx skills add https://github.com/gabrielvuksani/wotann --skill scientific-schematics-gabrielvuksani

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve?

This Skill helps you turn complex scientific ideas into publication-quality diagrams without manual drawing or template work, while automatically checking quality and iterating until it meets the target standard.

Core Features & Use Cases

  • Natural-language diagram generation: Describe the diagram in plain English and get a clean scientific schematic suitable for papers.
  • Smart iterative refinement with review: A quality reviewer scores the output against document-type thresholds and regenerates only when needed.
  • Targeted outputs for specific contexts: Use journal-grade strictness for manuscripts and faster thresholds for posters and presentations.
  • Quality-focused diagram requirements: Improves clarity, label quality, layout, and accessibility (including grayscale/colorblind-friendly guidance).

Quick Start

Generate a journal-quality scientific diagram by asking: "Create a CONSORT participant flow diagram for a randomized controlled trial with screened n=500, excluded n=150 (age<18, declined, other), randomized n=350 into treatment n=175 and control n=175, and final analyzed n=160 and n=165" and saving the result to figures/consort.png.

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-ready scientific diagrams from a text description?

To generate publication-ready scientific diagrams, you provide a natural-language description of the needed visualization. The system creates a clean scientific schematic suitable for papers, posters, or presentations while automatically checking quality against document-type thresholds.

Can I automatically create a CONSORT flow diagram for a randomized controlled trial?

Yes, you can automatically create a CONSORT flow diagram by describing your trial parameters in plain English. The system generates the participant flow schematic and iteratively regenerates the image if the reviewer score falls below the required threshold.

How does iterative refinement work for scientific visualization outputs?

Iterative refinement for scientific visualization works by applying a quality reviewer that scores generated images against document-type thresholds. It automatically regenerates the diagram only when the output quality score falls below the required standard for your selected context.

Does this tool support accessibility guidelines like colorblind-friendly scientific schematics?

Yes, the tool supports accessibility by improving clarity, label quality, and layout in generated diagrams. It specifically includes guidance for grayscale and colorblind-friendly scientific schematics during the quality-focused generation process.

What's the best way to adjust diagram quality for a journal manuscript versus a poster?

The best way to adjust diagram quality is by selecting your target output context. The system applies journal-grade strictness thresholds for manuscripts and uses faster, lower thresholds for posters and presentations to balance quality and speed.

Do I need manual template work to create neural network architecture schematics for a thesis?

No, you do not need manual template work to create neural network architecture schematics. You can describe the complex visualization in natural language and get a versioned, publication-quality image generated automatically for your thesis.