Do I need to know how to use drawing software?

No, this skill eliminates the need for manual drawing tools or templates. You simply describe the components and flow of your diagram in plain English.

What types of diagrams can this skill create?

It is optimized for neural network architectures, biological pathways, system block diagrams, circuit schematics, and methodology flowcharts like CONSORT or PRISMA.

How does the smart iterative refinement work?

The system generates an initial image, then uses Gemini 3.1 Pro Preview to score it against a threshold (e.g., 8.5 for journals). If the score is too low, it automatically improves the prompt and regenerates the image.

What is the Scientific Schematics Claude Code skill?

It is a specialized capability for Claude Code that allows researchers to generate complex, publication-quality scientific diagrams, such as flowcharts and neural architectures, using simple natural language commands.

Scientific Schematics

Name: Scientific Schematics
Author: Yezez9

byYezez9

0•

数据科学与机器学习

Generates publication-ready scientific diagrams and architectures through AI-powered iterative refinement and quality scoring.

Scientific Schematics is a specialized tool designed to automate the creation of complex research visualizations, from neural network architectures to biological signaling pathways. By leveraging Nano Banana 2 for image generation and Gemini 3.1 Pro Preview for expert-level quality review, this skill ensures that every diagram meets specific academic standards. It features a unique 'smart iteration' system that evaluates outputs against document-specific thresholds—such as 8.5/10 for journals or 6.5/10 for presentations—automatically refining the prompt and regenerating the image until the required quality is achieved, significantly reducing the manual effort involved in manuscript preparation.

主要功能

01Smart iterative refinement using Gemini 3.1 Pro Preview for quality assessment

02Publication-ready output stored directly in project figure directories

030 GitHub stars

04Document-specific quality thresholds for journals, conferences, and posters

05Natural language generation of complex neural network and system architectures

06Automated creation of standardized methodology flowcharts like CONSORT and PRISMA

使用场景

01Generating high-fidelity architecture diagrams for deep learning research papers

02Creating biological pathway visualizations for grant proposals and theses

03Automating the design of methodology flowcharts for clinical trials and technical reports

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add yezez9/research-agent scientific-schematics

For use in Claude.ai and ChatGPT

主要功能

01Smart iterative refinement using Gemini 3.1 Pro Preview for quality assessment

02Publication-ready output stored directly in project figure directories

030 GitHub stars

04Document-specific quality thresholds for journals, conferences, and posters

05Natural language generation of complex neural network and system architectures

06Automated creation of standardized methodology flowcharts like CONSORT and PRISMA

使用场景

01Generating high-fidelity architecture diagrams for deep learning research papers

02Creating biological pathway visualizations for grant proposals and theses

03Automating the design of methodology flowcharts for clinical trials and technical reports