RRepoGEO

REPOGEO REPORT · LITE

llmsresearch/paperbanana

Default branch main · commit 79b2f3d4 · scanned 5/22/2026, 11:51:26 PM

GitHub: 1,714 stars · 255 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 llmsresearch/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
    Clarify README's opening to counter AI misinterpretations

    Why:

    CURRENT
    An agentic framework for generating publication-quality academic diagrams an
    COPY-PASTE FIX
    PaperBanana is an **AI-driven agentic framework** for **generating publication-quality academic diagrams, figures, and even presentation slides** from research papers. Unlike traditional charting libraries or LLM evaluation tools, PaperBanana focuses on **automated visual synthesis** for scientific communication.
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    Add a relevant project website or documentation URL (e.g., https://llmsresearch.github.io/paperbanana/ or a dedicated docs site).
  • mediumtopics#3
    Add topics related to AI-powered presentation and slide generation

    Why:

    CURRENT
    academic-diagrams, academic-research, agentic-ai, arxiv, diagram-generation, gemini, google-gemini, llm, llms, mcp, mcp-server, multiagent, neurips, paperbanana, python-ai-research-tools, research-automation, research-tools, scientific-visualization, text-to-image, vlm
    COPY-PASTE FIX
    academic-diagrams, academic-research, agentic-ai, ai-powered-presentations, ai-slides, arxiv, diagram-generation, gemini, google-gemini, llm, llms, mcp, mcp-server, multiagent, neurips, paperbanana, presentation-generation, python-ai-research-tools, research-automation, research-tools, scientific-visualization, text-to-image, vlm

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 llmsresearch/paperbanana
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
plotly/plotly.py
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. plotly/plotly.py · recommended 1×
  2. matplotlib/matplotlib · recommended 1×
  3. tidyverse/ggplot2 · recommended 1×
  4. BioRender · recommended 1×
  5. GraphPad Prism · recommended 1×
  • CATEGORY QUERY
    How can I automatically generate scientific diagrams and figures for my research papers?
    you: not recommended
    AI recommended (in order):
    1. Plotly (plotly/plotly.py)
    2. Matplotlib (matplotlib/matplotlib)
    3. ggplot2 (tidyverse/ggplot2)
    4. BioRender
    5. GraphPad Prism
    6. TikZ/PGFPlots
    7. Mermaid.js (mermaid-js/mermaid)

    AI recommended 7 alternatives but never named llmsresearch/paperbanana. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What AI tools can help create academic presentation slides and visual summaries?
    you: not recommended
    AI recommended (in order):
    1. Gamma
    2. Beautiful.ai
    3. Tome
    4. Canva
    5. Microsoft PowerPoint
    6. Google Slides
    7. ChatGPT
    8. Bard

    AI recommended 8 alternatives but never named llmsresearch/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 llmsresearch/paperbanana?
    pass
    AI named llmsresearch/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 llmsresearch/paperbanana in production, what risks or prerequisites should they evaluate first?
    pass
    AI named llmsresearch/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 llmsresearch/paperbanana solve, and who is the primary audience?
    pass
    AI named llmsresearch/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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llmsresearch/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