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scientific-schematics

Generate publication-quality scientific diagrams from natural language descriptions.

1|Updated Apr 4, 2026
Search Tags:#diagrams#generate#ai-assisted#publication-quality#scientific-visualization#gemini-review
One-click install
npx skills add https://github.com/m0at/claudemd --skill scientific-schematics-m0at
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: scientific-schematics
Source: https://github.com/m0at/claudemd/tree/main/skills/scientific-schematics
Command: npx skills add https://github.com/m0at/claudemd --skill scientific-schematics-m0at

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve?

Automates the creation of publication-quality scientific diagrams from natural language descriptions using Nano Banana Pro AI with Gemini 3 Pro quality review to ensure threshold-aligned output.

Core Features & Use Cases

  • Generate publication-ready diagrams for neural network architectures, system diagrams, flowcharts, biological pathways, and other complex scientific visuals directly from natural-language prompts.
  • Smart iterative refinement with document-type aware quality thresholds; if a diagram falls short, it regenerates with improved prompts, providing a detailed review log and critique for traceability.
  • Outputs include versioned figures stored under figures/ and a comprehensive review log; supports API-key configuration and on-demand references/assets for extended workflows.

Quick Start

Describe your diagram in natural language to generate a publication-ready schematic.

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 from natural language for a research paper?▼

To generate publication-quality scientific diagrams from natural language, you describe your visual needs in plain text. The skill creates figures using AI-assisted generation and applies Gemini 3 Pro quality review to ensure the output meets document-type aware thresholds.

Can I use AI to create publication-quality neural network architecture diagrams?▼

Yes, you can create publication-quality neural network architecture diagrams by providing a natural language description. The skill automates visual generation and applies iterative refinement if the initial output falls short of quality thresholds.

How does AI-assisted iterative refinement work for scientific visualization?▼

AI-assisted iterative refinement for scientific visualization works by automatically regenerating diagrams with improved prompts if quality thresholds are not met. A detailed review log and critique are provided for traceability alongside the versioned figures.

Do I need an API key to generate biological pathway flowcharts with this tool?▼

Yes, you need an API key to generate biological pathway flowcharts. The skill supports API-key configuration to access OpenRouter-based generation and Gemini 3 Pro quality review for your scientific visuals.

What is the best way to automate flowchart generation for grant proposals?▼

The best way to automate flowchart generation for grant proposals is using a skill that enforces document-type aware quality thresholds. It outputs versioned figures and a detailed review log, ensuring complex scientific visuals are publication-ready.

Why does my generated scientific diagram require multiple review iterations?▼

Your generated scientific diagram requires multiple review iterations because the skill enforces document-type aware quality thresholds. If the initial output falls short, it automatically regenerates with improved prompts to reach publication-quality standards.

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