scientific-schematics

Generate publication-quality scientific diagrams from natural language prompts.

Updated Apr 26, 2026
One-click install
npx skills add https://github.com/GongXLiang/plot-study --skill scientific-schematics-gongxliang
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: scientific-schematics
Source: https://github.com/GongXLiang/plot-study/tree/main/.claude/plugins/cache/claude-scientific-writer/claude-scientific-writer/2f80d2aed0e6/.claude/skills/scientific-schematics
Command: npx skills add https://github.com/GongXLiang/plot-study --skill scientific-schematics-gongxliang

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve?

This skill enables researchers and authors to produce publication-quality scientific diagrams directly from natural language prompts, eliminating tedious manual drawing and formatting.

Core Features & Use Cases

  • Iterative refinement: smart iterations using Gemini 3 Pro for quality review to meet document-type thresholds.
  • Broad diagram support: neural network architectures, system diagrams, flowcharts, biological pathways, and other complex scientific visuals.
  • Publication-ready outputs: ensures output is ready for publication, with versioned images and an auditable review log.

Quick Start

Describe your required diagram in plain language and the AI will generate a publication-ready figure with smart iterative refinement.

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?

To generate publication-quality scientific diagrams from natural language, describe your required visual in plain text and the AI produces a formatted figure with iterative refinement. It targets neural network architectures, system diagrams, and biological pathways.

Can I create neural network architectures and biological pathway diagrams using AI?

Yes, you can create neural network architectures and biological pathway diagrams using AI by providing a natural language prompt. The tool applies smart iterative refinement to ensure the visual meets publication-ready standards.

How does iterative refinement work for scientific visualization?

Iterative refinement for scientific visualization works by applying Gemini 3 Pro quality review to meet document-type thresholds. It evaluates the generated diagram and smartly iterates until the output achieves publication-ready formatting.

Does this scientific visualization tool support specific document types like conference posters?

Yes, this scientific visualization tool supports specific document types like conference posters, journals, and conferences. It applies document-type thresholds to ensure the output meets the exact formatting requirements for publication.

How do I get an auditable review log for AI-generated scientific diagrams?

You get an auditable review log for AI-generated scientific diagrams automatically alongside versioned outputs. The system uses Gemini 3 Pro to review and log the iterative refinement process for publication-ready images.

What is the best way to automate flowchart generation for journal submissions?

The best way to automate flowchart generation for journal submissions is using an AI-assist tool that applies smart iterative refinement. This ensures the generated flowcharts meet publication-ready formatting and document-type thresholds.