scientific-schematics
Create publication-quality scientific diagrams using Nano Banana Pro AI with smart iterative refinement. Uses Gemini 3 Pro for quality review. Only regenerates if quality is below threshold for your document type. Specialized in neural network architectures, system diagrams, flowcharts, biological pathways, and complex scientific visualizations.
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Scientific Schematics - AI-driven Scientific Figure Generation Tool
Overview of Capabilities
Scientific Schematics is an intelligent scientific figure generation tool. Simply describe the figure you want in natural language, and Nano Banana Pro AI will automatically create publication-quality illustrations and perform quality review and intelligent iterative optimization via Gemini 3 Pro.
Use Cases
Submitting to top journals like Nature or Science requires high-quality flowcharts, architecture diagrams, and schematics. This tool applies a strict quality threshold of 8.5/10 for journal submissions to ensure generated figures meet peer-review standards, making it especially suitable for CONSORT flow diagrams, PRISMA screening charts, neural network architecture diagrams, etc.
When preparing academic posters or conference presentations, clear and easy-to-understand visualizations are needed. This tool uses moderate quality thresholds for posters (7.0/10) and presentations (6.5/10), enabling fast generation of effective figures suitable for biological pathway diagrams, system architecture diagrams, algorithm flowcharts, and similar scenarios.
Doctoral and master’s theses and grant applications require many technical figures. This tool supports high-quality standards for theses (8.0/10) and project applications (8.0/10), able to generate complex system block diagrams, data flow diagrams, conceptual models, and more to enhance document professionalism.
Core Features
No need to learn specialized drawing software or write code. Simply describe the type of figure, components, and layout you want in natural language, and Nano Banana Pro AI will automatically handle layout, labels, color schemes, and styling to produce professional-grade scientific figures.
Gemini 3 Pro automatically evaluates generated figures on five dimensions—scientific accuracy, clarity, label quality, layout, and professionalism—scoring each out of 10. If the score falls below the threshold for the document type, the system will automatically refine the prompts and regenerate up to two times, ensuring the final output meets publication standards.
Different uses require different quality standards. The tool presets quality thresholds for eight document types: journal articles (8.5), conference papers and theses (8.0), preprints and technical reports (7.5), academic posters (7.0), and presentations (6.5). It automatically adjusts quality standards based on your use case to ensure results while saving API call costs.
Frequently Asked Questions
How do I generate figures for academic papers with AI?
Simply describe the figure you want in the command line. For example: "CONSORT participant flow diagram, 500 screened, 150 excluded, 350 randomized." The system will automatically generate a publication-quality flowchart and ensure it meets journal requirements through quality review.
Do AI-generated figures meet journal requirements?
Yes. This tool sets a strict quality threshold of 8.5/10 for journal submissions. Generated figures follow academic publishing best practices: high-resolution output, colorblind-friendly palettes, professional typography, and clear labels and annotations. PNG export is supported for direct use in submissions.
How can I quickly create a CONSORT flow diagram?
Use the command python scripts/generate_schematic.py "CONSORT participant flow diagram..." -o figures/consort.png --doc-type journal. Describe the numbers screened, reasons for exclusion, randomization groups, and other specifics; the AI will automatically generate a CONSORT-compliant flowchart and complete it once the quality score reaches 8.5/10.