Scientific Schematics
Generate publication-quality scientific diagrams with AI-powered iterative refinement
What You Can Do
You can generate publication-ready scientific diagrams by simply describing them in natural language. Claude uses Nano Banana Pro AI to create the visuals, then automatically reviews quality using Gemini 3 Pro, only regenerating if the result falls below your document type's threshold. This eliminates manual drawing, coding, or template work while ensuring your diagrams meet journal, conference, thesis, or presentation standards.
Features
describe any schematic and Nano Banana Pro creates it automatically
only regenerates if quality falls below your document type's threshold
customized standards for journals (8.5/10), conferences (8.0/10), theses (8.0/10), presentations (6.5/10), and more
neural network architectures, system diagrams, flowcharts, biological pathways, and complex scientific visualizations
Gemini 3 Pro evaluates each diagram against publication standards
generates high-resolution images in minutes, stored and ready to reference
works entirely through natural language descriptions without templates or manual drawing
generate multiple diagrams with consistent quality control
Example Output
Example 1: Neural Network Architecture
Input: "Create a diagram of a transformer encoder with multi-head attention, feed-forward networks, and residual connections. For a journal paper."
Output: High-resolution schematic showing transformer encoder blocks with attention heads, layer normalization, and skip connections — quality score: 8.7/10 ✓
Example 2: Biological Pathway
Input: "Design a flowchart of the MAPK signaling cascade from receptor activation through gene expression. Conference paper quality."
Output: Publication-quality pathway diagram with protein interactions, phosphorylation steps, and nuclear translocation — quality score: 8.2/10 ✓
Example 3: System Diagram
Input: "Illustrate a distributed microservices architecture with load balancer, API gateway, multiple service instances, and database clusters. Presentation slides."
Output: Clear system architecture diagram with component relationships and data flows — quality score: 7.4/10 (regenerated once, final: 7.8/10 ✓)
What's Included
- SKILL.md instruction file with full workflow documentation:
- Quality threshold table customized for journals, conferences, theses, presentations, and technical reports:
- Python generation scripts for batch diagram creation with quality control loops:
- Figure storage workflow with automatic organization in figures/ subdirectory and paper referencing:
- Document-type configuration templates for customizing quality thresholds to your publishing venue:
Who It's For
- Researchers and academics — preparing figures for journal submissions and peer-reviewed publications
- PhD students and thesis authors — creating complex diagrams for dissertations with high quality standards
- Conference presenters — generating clear, publication-quality visuals for conference papers and posters
- Grant writers — illustrating technical approaches and system architectures in grant proposals
- Engineers and scientists — documenting neural network architectures, biological pathways, and system designs
Best For
- Neural network and deep learning architecture diagrams
- Biological and biochemical pathway visualizations
- Complex system and microservices architecture diagrams
- Flowcharts and process workflows for technical documentation
- Publication-ready figures for journals, conferences, and presentations
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