RRepoGEO

REPOGEO REPORT · LITE

dwzhu-pku/PaperBanana

Default branch main · commit 83645553 · scanned 6/30/2026, 12:13:13 AM

GitHub: 6,665 stars · 496 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
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 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 dwzhu-pku/PaperBanana, 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
    Add a concise, direct value proposition to the README's opening

    Why:

    COPY-PASTE FIX
    A fully open-source project dedicated to automating academic illustration for researchers.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    academic-illustration, ai-scientists, research-papers, figure-generation, scientific-visualization, machine-learning, generative-ai, paper-automation
  • mediumreadme#3
    Condense and rephrase the introductory paragraph to focus on current purpose

    Why:

    CURRENT
    > Hi everyone! The original version of PaperBanana is already open-sourced under Google-Research as PaperVizAgent. This repository forked the content of that repo and aims to keep evolving toward better support for academic paper illustration—though we have made solid progress, there is still a long way to go for more reliable generation and for more diverse, complex scenarios. PaperBanana is intended to be a fully open-source project dedicated to facilitating academic illustration for all researchers. Our goal is simply to benefit the community, so we currently have no plans to use it for commercial purposes.
    COPY-PASTE FIX
    > PaperBanana is an open-source project dedicated to automating and facilitating academic illustration for all researchers. Building upon the original PaperVizAgent, this repository continues to evolve, aiming for more reliable generation and support for diverse, complex scenarios in academic paper illustration. Our goal is to benefit the community without commercial intent.

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 dwzhu-pku/PaperBanana
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Matplotlib
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Matplotlib · recommended 1×
  2. Seaborn · recommended 1×
  3. Plotly · recommended 1×
  4. ggplot2 · recommended 1×
  5. TikZ · recommended 1×
  • CATEGORY QUERY
    How can I automate generating figures and diagrams for my research papers?
    you: not recommended
    AI recommended (in order):
    1. Matplotlib
    2. Seaborn
    3. Plotly
    4. ggplot2
    5. TikZ
    6. PGFPlots
    7. Mermaid.js
    8. Graphviz
    9. draw.io
    10. Microsoft Visio

    AI recommended 10 alternatives but never named dwzhu-pku/PaperBanana. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tools to quickly create scientific illustrations for machine learning research papers?
    you: not recommended
    AI recommended (in order):
    1. diagrams.net (jgraph/drawio)
    2. Excalidraw (excalidraw/excalidraw)
    3. Inkscape (inkscape/inkscape)
    4. Canva
    5. Microsoft PowerPoint
    6. Google Slides
    7. Adobe Illustrator
    8. Matplotlib (matplotlib/matplotlib)
    9. Seaborn (mwaskom/seaborn)

    AI recommended 9 alternatives but never named dwzhu-pku/PaperBanana. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    warn

    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 dwzhu-pku/PaperBanana?
    pass
    AI named dwzhu-pku/PaperBanana explicitly

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

  • If a team adopts dwzhu-pku/PaperBanana in production, what risks or prerequisites should they evaluate first?
    pass
    AI named dwzhu-pku/PaperBanana 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 dwzhu-pku/PaperBanana solve, and who is the primary audience?
    pass
    AI named dwzhu-pku/PaperBanana 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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dwzhu-pku/PaperBanana — 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