scientific-schematics

Generate publication-quality scientific diagrams from natural language descriptions.

1|2|Updated Jan 7, 2026
One-click install
npx skills add https://github.com/danieldekay/copilot-config-promptops --skill scientific-schematics-danieldekay
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: scientific-schematics
Source: https://github.com/danieldekay/copilot-config-promptops/tree/main/skills/scientific-schematics
Command: npx skills add https://github.com/danieldekay/copilot-config-promptops --skill scientific-schematics-danieldekay

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve?

Publication-grade scientific diagrams often require specialized tooling and manual refinement. This skill automates the creation of publication-quality figures from natural-language prompts using Nano Banana Pro AI with smart iterative refinement and Gemini 3 Pro quality review.

Core Features & Use Cases

  • Automated diagram generation: Convert a textual description into publication-ready visuals without writing code.
  • Smart iteration with quality checks: Gemini 3 Pro evaluates diagrams and regenerates only when needed to meet document-type thresholds.
  • Specializations: Neural network architectures, system diagrams, flowcharts, biological pathways, and other complex scientific visualizations.

Quick Start

Describe your diagram in natural language and let Nano Banana Pro produce publication-ready figures.

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 from natural language descriptions?

You can generate publication-quality scientific diagrams by providing natural language descriptions, which the tool processes using iterative refinement and quality review to produce ready-to-publish visuals.

Can I create neural network architectures and biological pathways without writing code?

Yes, you can create neural network architectures and biological pathways without writing code by describing the structures in natural language and letting the automated generation handle the visual rendering.

How does iterative refinement work for scientific visualizations?

Iterative refinement for scientific visualizations works by applying quality review checks against document-type thresholds, automatically regenerating diagrams only when they fail to meet the required standards.

What is the best way to automate flowchart and system diagram creation for research papers?

The best way to automate flowchart and system diagram creation is using natural language prompts that trigger automated generation with built-in quality checks, ensuring outputs meet publication-grade standards.

Do I need to manually adjust scientific diagrams to meet publication thresholds?

No, you do not need to manually adjust diagrams, as the system evaluates generated figures against document-type specific thresholds and automatically regenerates them if they fail the quality review.

How to convert a textual description into a publication-ready scientific figure?

To convert a textual description into a publication-ready scientific figure, input your natural language prompt and let the automated tool generate and iteratively refine the diagram based on quality reviews.