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scientific-schematics

Generate scientific diagrams from natural language with iterative quality review.

8|Updated Jan 13, 2026
Search Tags:#AI generation#diagrams#flowcharts#neural networks#publication quality#scientific visualization
One-click install
npx skills add https://github.com/hxk622/TokenDance --skill scientific-schematics-hxk622
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: scientific-schematics
Source: https://github.com/hxk622/TokenDance/tree/main/backend/app/skills/builtin/scientific/writing/scientific-schematics
Command: npx skills add https://github.com/hxk622/TokenDance --skill scientific-schematics-hxk622

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve?

This Skill automates the creation of complex scientific diagrams, eliminating the need for manual drawing tools and ensuring publication-ready quality.

Core Features & Use Cases

  • AI-Powered Generation: Creates diagrams from natural language descriptions using Nano Banana Pro AI.
  • Iterative Refinement: Automatically improves diagrams based on Gemini 3 Pro quality reviews.
  • Specialized Diagrams: Supports neural network architectures, system diagrams, flowcharts, biological pathways, and more.
  • Use Case: Generate a CONSORT flowchart for your next journal paper by simply describing the participant flow and numbers.

Quick Start

Use the scientific-schematics skill to generate a CONSORT participant flow diagram with 500 screened participants.

Frequently Asked Questions about scientific-schematics

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

FAQPage Schema
How do I generate a CONSORT flowchart for a journal submission?▼

Generate a CONSORT flowchart by providing a natural language description of participant flow and screened numbers. The skill creates publication-quality scientific diagrams through AI generation and iterative quality review for journal submissions.

Can I create neural network architecture diagrams without manual drawing?▼

Yes, you can create neural network architectures by describing them in natural language. The AI generates the scientific visualization automatically, eliminating manual drawing and ensuring publication-ready output quality.

What types of scientific diagrams does this AI generation support?▼

AI generation supports neural network architectures, system diagrams, flowcharts, biological pathways, and complex scientific visualizations. These specialized formats ensure high standards for journals, conferences, and reports.

How does iterative refinement improve publication-quality scientific diagrams?▼

Iterative refinement improves publication-quality diagrams through automated quality reviews. The system evaluates the generated scientific visualization and applies enhancements to meet high standards for academic publications.

Do I need any specific diagramming software to visualize biological pathways?▼

No specific diagramming software is needed to visualize biological pathways. You simply describe the pathway in natural language, and the AI generation produces the publication-quality scientific visualization directly.

Are AI-generated scientific visualizations suitable for conference reports?▼

AI-generated scientific visualizations are suitable for conference reports. The iterative refinement and quality review process ensures the scientific diagrams meet high publication standards for journals and conferences.

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