RRepoGEO

REPOGEO REPORT · LITE

ResearAI/AutoFigure

Default branch main · commit f46e2041 · scanned 5/17/2026, 9:48:26 PM

GitHub: 1,391 stars · 115 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 ResearAI/AutoFigure, 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

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

OVERALL DIRECTION
  • highabout#1
    Add a concise description to the About section

    Why:

    COPY-PASTE FIX
    An intelligent system leveraging LLMs with iterative refinement to generate publication-ready scientific figures and diagrams directly from text descriptions or research papers.
  • highreadme#2
    Refine the README's opening paragraph to clarify its specialized focus

    Why:

    CURRENT
    AutoFigure is an intelligent system that leverages Large Language Models (LLMs) with iterative refinement to generate high-quality scientific figures from text descriptions or research papers.
    COPY-PASTE FIX
    AutoFigure is an intelligent system that leverages Large Language Models (LLMs) with iterative refinement to generate high-quality, publication-ready scientific illustrations and diagrams directly from text descriptions or research papers. It provides a specialized solution for academic content creation, distinct from general image generation tools.

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 ResearAI/AutoFigure
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Midjourney
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Midjourney · recommended 2×
  2. DALL-E 3 · recommended 2×
  3. Stable Diffusion · recommended 1×
  4. Adobe Firefly · recommended 1×
  5. BioRender · recommended 1×
  • CATEGORY QUERY
    How can I automatically generate publication-ready scientific illustrations from text descriptions using AI?
    you: not recommended
    AI recommended (in order):
    1. Midjourney
    2. Stable Diffusion
    3. DALL-E 3
    4. Adobe Firefly
    5. BioRender
    6. Canva
    7. Adobe Illustrator
    8. Inkscape
    9. Affinity Designer

    AI recommended 9 alternatives but never named ResearAI/AutoFigure. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What AI systems help refine and create high-quality diagrams for academic papers?
    you: not recommended
    AI recommended (in order):
    1. Diagrams.net (jgraph/drawio)
    2. Microsoft Visio
    3. Lucidchart
    4. ChatGPT
    5. GPT-4
    6. Midjourney
    7. DALL-E 3
    8. Excalidraw (excalidraw/excalidraw)

    AI recommended 8 alternatives but never named ResearAI/AutoFigure. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    fail

    Suggestion:

  • 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 ResearAI/AutoFigure?
    pass
    AI named ResearAI/AutoFigure explicitly

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

  • If a team adopts ResearAI/AutoFigure in production, what risks or prerequisites should they evaluate first?
    pass
    AI named ResearAI/AutoFigure 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 ResearAI/AutoFigure solve, and who is the primary audience?
    pass
    AI named ResearAI/AutoFigure 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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MARKDOWN (README)
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ResearAI/AutoFigure — 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