scientific-schematics

Generate scientific diagrams with Nano Banana 2 AI and automated quality review.

2|Updated Jun 4, 2026
One-click install
npx skills add https://github.com/Lord1Egypt/scientific-agent-toolkit --skill scientific-schematics-lord1egypt
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: scientific-schematics
Source: https://github.com/Lord1Egypt/scientific-agent-toolkit/tree/main/scientific-skills/scientific-schematics
Command: npx skills add https://github.com/Lord1Egypt/scientific-agent-toolkit --skill scientific-schematics-lord1egypt

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve?

This skill eliminates the time-consuming manual effort of drawing complex scientific diagrams, ensuring that researchers can produce publication-ready visuals without needing specialized design software or manual drafting skills.

Core Features & Use Cases

  • Smart Iterative Refinement: Automatically generates diagrams and uses Gemini 3.1 Pro Preview to critique and improve them until they meet specific quality thresholds.
  • Domain-Specific Standards: Supports various document types including journal papers, conference posters, and technical reports, applying appropriate quality standards for each.
  • Use Case: A researcher needs a CONSORT participant flow diagram for a journal submission; this skill generates the diagram and iteratively refines it until it achieves the required 8.5/10 quality score.

Quick Start

Use the scientific-schematics skill to generate a CONSORT participant flow diagram for a journal paper and save it 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-quality scientific diagrams automatically?

To generate publication-quality scientific diagrams automatically, use an AI-driven skill that leverages Nano Banana 2 to create schematics and applies an automated quality review process to ensure publication readiness.

How do I create a CONSORT participant flow diagram for a journal submission?

To create a CONSORT flow diagram for a journal submission, use an automated schematic generator that iteratively refines the diagram using AI critique until it meets the required quality score for publication.

Do I need an OpenRouter API key to generate scientific schematics?

Yes, you need an OpenRouter API key and the Python requests library to facilitate model interaction, generate scientific schematics, and perform automated quality assessments.

Can I use AI to draw biological pathways and neural network architectures?

Yes, you can use AI to draw biological pathways and neural network architectures by generating scientific schematics that support iterative refinement for various academic document types.

What is the best way to automate diagram quality review for conference posters?

The best way to automate diagram quality review for conference posters is using a tool that applies domain-specific standards and iterative AI critique to refine schematics until they achieve a high quality threshold.