RRepoGEO

REPOGEO REPORT · LITE

ResearAI/AutoFigure

Default branch main · commit 454ee868 · scanned 6/29/2026, 3:07:59 AM

GitHub: 1,700 stars · 131 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 'About' description for the repository

    Why:

    COPY-PASTE FIX
    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.
  • mediumhomepage#2
    Set the repository homepage URL

    Why:

    COPY-PASTE FIX
    https://openreview.net/forum?id=5N3z9JQJKr

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
mermaid-js/mermaid
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. mermaid-js/mermaid · recommended 2×
  2. plantuml/plantuml · recommended 2×
  3. jgraph/drawio · recommended 2×
  4. BioRender · recommended 2×
  5. matplotlib/matplotlib · recommended 2×
  • CATEGORY QUERY
    How can I automatically create scientific diagrams from research paper text descriptions?
    you: not recommended
    AI recommended (in order):
    1. GPT-4
    2. Claude 3 Opus
    3. Gemini Advanced
    4. Mermaid (mermaid-js/mermaid)
    5. PlantUML (plantuml/plantuml)
    6. Graphviz (ellson/graphviz)
    7. Diagrams.net (jgraph/drawio)
    8. Microsoft Visio
    9. BioRender
    10. SpaCy (explosion/spaCy)
    11. NLTK (nltk/nltk)
    12. NetworkX (networkx/networkx)
    13. Matplotlib (matplotlib/matplotlib)
    14. Plotly (plotly/plotly.js)
    15. D3.js (d3/d3)

    AI recommended 15 alternatives but never named ResearAI/AutoFigure. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools use LLMs to generate publication-quality figures from textual input?
    you: not recommended
    AI recommended (in order):
    1. Diagrams.net (jgraph/drawio)
    2. ChatGPT
    3. Google Gemini
    4. Mermaid Live Editor (mermaid-js/mermaid)
    5. PlantUML Online Server (plantuml/plantuml)
    6. Claude
    7. Plotly Express (plotly/plotly.py)
    8. Matplotlib (matplotlib/matplotlib)
    9. Seaborn (mwaskom/seaborn)
    10. ChatGPT Code Interpreter
    11. GitHub Copilot
    12. Canva Magic Design
    13. Microsoft Designer
    14. BioRender
    15. Adobe Firefly
    16. Midjourney
    17. DALL-E 3

    AI recommended 17 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

Drop this badge into the README of ResearAI/AutoFigure. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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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