RRepoGEO

REPOGEO REPORT · LITE

potamides/DeTikZify

Default branch main · commit 87fa5fa6 · scanned 5/15/2026, 4:02:24 PM

GitHub: 1,771 stars · 92 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 fail
Objective metadata checks
AI knows your name
3 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface potamides/DeTikZify, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Clarify the core input, output, and method in the README's opening sentence

    Why:

    CURRENT
    Creating high-quality scientific figures can be time-consuming and challenging, even though sketching ideas on paper is relatively easy. Furthermore, recreating existing figures that are not stored in formats preserving semantic information is equally complex. To tackle this problem, we introduce DeTi*k*Zify, a novel multimodal language model that automatically synthesizes scientific figures as semantics-preserving Ti*k*Z graphics programs based on sketches and existing figures.
    COPY-PASTE FIX
    DeTi*k*Zify is a novel multimodal language model that automatically generates editable Ti*k*Z graphics programs *from hand-drawn sketches and raster images of scientific figures*. It solves the challenge of creating high-quality, semantics-preserving vector graphics by synthesizing Ti*k*Z code directly from visual inputs.
  • mediumtopics#2
    Add more specific topics to highlight the 'sketch-to-code' and 'image-to-tikz' functionality

    Why:

    CURRENT
    draw, graph, huggingface, inverse-graphics, latex, llama, llm, multimodal, sketch, tikz, transformers, vectorization, visualization
    COPY-PASTE FIX
    draw, graph, huggingface, inverse-graphics, latex, llama, llm, multimodal, sketch, tikz, transformers, vectorization, visualization, sketch-to-code, image-to-tikz, ai-code-generation, scientific-figures
  • mediumcomparison#3
    Add a 'Comparison with Alternatives' section to the README

    Why:

    COPY-PASTE FIX
    ## Comparison with Alternatives

Unlike general-purpose image editors (e.g., Adobe Illustrator, Inkscape) or generative AI models (e.g., Stable Diffusion, ControlNet) that produce raster images or require manual vectorization, DeTi*k*Zify directly synthesizes editable, semantics-preserving Ti*k*Z code from visual inputs like sketches and existing figures. This approach ensures high-quality, scalable vector graphics that are fully integrated with LaTeX workflows, offering a unique solution for automated scientific figure generation.

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface potamides/DeTikZify
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Adobe Illustrator
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Adobe Illustrator · recommended 2×
  2. Stable Diffusion · recommended 1×
  3. ControlNet · recommended 1×
  4. AUTOMATIC1111/stable-diffusion-webui · recommended 1×
  5. comfyanonymous/ComfyUI · recommended 1×
  • CATEGORY QUERY
    How to automatically generate scientific figures from hand-drawn sketches using AI?
    you: not recommended
    AI recommended (in order):
    1. Stable Diffusion
    2. ControlNet
    3. Automatic1111 web UI (AUTOMATIC1111/stable-diffusion-webui)
    4. ComfyUI (comfyanonymous/ComfyUI)
    5. RunDiffusion
    6. Civitai
    7. DreamShaper
    8. Realistic Vision
    9. Hugging Face Spaces
    10. Pix2Pix
    11. CycleGAN
    12. NVIDIA GauGAN
    13. SPADE
    14. DeepMotion
    15. VQ-GAN
    16. CLIP
    17. DeepSVG
    18. Microsoft Visio
    19. Lucidchart
    20. Adobe Fresco
    21. Procreate
    22. Clip Studio Paint
    23. Adobe Illustrator
    24. Inkscape (inkscape/inkscape)
    25. Affinity Designer

    AI recommended 25 alternatives but never named potamides/DeTikZify. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to convert raster images of scientific figures into editable TikZ code?
    you: not recommended
    AI recommended (in order):
    1. Inkscape
    2. pdf2tikz
    3. PlotDigitizer
    4. Adobe Illustrator
    5. svg2tikz
    6. TikZEdt
    7. Overleaf
    8. TeXstudio
    9. VS Code
    10. LaTeX Workshop

    AI recommended 10 alternatives but never named potamides/DeTikZify. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of potamides/DeTikZify?
    pass
    AI named potamides/DeTikZify explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts potamides/DeTikZify in production, what risks or prerequisites should they evaluate first?
    pass
    AI named potamides/DeTikZify explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo potamides/DeTikZify solve, and who is the primary audience?
    pass
    AI named potamides/DeTikZify explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

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potamides/DeTikZify — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite