RRepoGEO

REPOGEO REPORT · LITE

ResearAI/AutoFigure-Edit

Default branch main · commit 77901e7f · scanned 5/25/2026, 3:37:11 PM

GitHub: 3,344 stars · 240 forks

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-Edit, 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
  • highabout#1
    Add a concise description to the repository's About section

    Why:

    COPY-PASTE FIX
    An AI-powered tool that transforms scientific paper method sections into fully editable SVG figures, enabling refinement through an embedded editor.
  • hightopics#2
    Add specific topics to improve categorization

    Why:

    COPY-PASTE FIX
    ["ai", "scientific-illustration", "svg-editor", "generative-ai", "llm", "research-tools", "figure-generation", "vector-graphics"]
  • mediumreadme#3
    Strengthen the README's opening paragraph to highlight AI-driven editing

    Why:

    CURRENT
    AutoFigure-Edit is the next version of AutoFigure. It turns paper method sections into fully editable SVG figures and lets you refine them in an embedded SVG editor.
    COPY-PASTE FIX
    AutoFigure-Edit is an advanced AI-powered system that transforms scientific paper method sections into fully editable SVG figures, allowing researchers to refine complex illustrations directly within an embedded editor.

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-Edit
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
mermaid-js/mermaid
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. mermaid-js/mermaid · recommended 1×
  2. graphviz/graphviz · recommended 1×
  3. plantuml/plantuml · recommended 1×
  4. jgraph/drawio · recommended 1×
  5. Microsoft Visio · recommended 1×
  • CATEGORY QUERY
    How to automatically generate editable diagrams from scientific paper descriptions?
    you: not recommended
    AI recommended (in order):
    1. Mermaid.js (mermaid-js/mermaid)
    2. Graphviz (graphviz/graphviz)
    3. PlantUML (plantuml/plantuml)
    4. Draw.io (now diagrams.net) (jgraph/drawio)
    5. Microsoft Visio
    6. SpaCy (explosion/spaCy)
    7. NLTK (Natural Language Toolkit) (nltk/nltk)
    8. OpenAI GPT-3.5/GPT-4

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

    Show full AI answer
  • CATEGORY QUERY
    AI tools to create and refine vector illustrations for research publications?
    you: not recommended
    AI recommended (in order):
    1. Adobe Illustrator
    2. Inkscape
    3. Affinity Designer
    4. BioRender
    5. Lucidchart
    6. Microsoft PowerPoint
    7. Apple Keynote

    AI recommended 7 alternatives but never named ResearAI/AutoFigure-Edit. 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-Edit?
    pass
    AI named ResearAI/AutoFigure-Edit 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-Edit in production, what risks or prerequisites should they evaluate first?
    pass
    AI named ResearAI/AutoFigure-Edit 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-Edit solve, and who is the primary audience?
    pass
    AI named ResearAI/AutoFigure-Edit 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-Edit — 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