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.