RRepoGEO

REPOGEO REPORT · LITE

jrieke/best-of-streamlit

Default branch main · commit 932c2f64 · scanned 5/25/2026, 7:16:56 AM

GitHub: 1,387 stars · 167 forks

AI VISIBILITY SCORE
28 /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
2 / 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 jrieke/best-of-streamlit, 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
    Emphasize the unique value proposition in the README's opening

    Why:

    CURRENT
    🏆 A ranked gallery of awesome streamlit apps built by the community.
    COPY-PASTE FIX
    🏆 A **highly selective, personally curated, and ranked gallery** of exemplary Streamlit applications, emphasizing quality, design, and impact over sheer comprehensiveness. Discover the best community-built Streamlit apps here.
  • mediumhomepage#2
    Add the live gallery URL to the repository homepage

    Why:

    COPY-PASTE FIX
    https://best-of.org
  • lowtopics#3
    Add 'gallery' to the repository topics

    Why:

    CURRENT
    best-of, best-of-list, dashboard, deep-learning, machine-learning, streamlit, streamlit-component, streamlit-webapp, visualization
    COPY-PASTE FIX
    best-of, best-of-list, dashboard, deep-learning, machine-learning, streamlit, streamlit-component, streamlit-webapp, visualization, gallery

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 jrieke/best-of-streamlit
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Hugging Face Spaces
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Hugging Face Spaces · recommended 2×
  2. awesome-streamlit/awesome-streamlit · recommended 1×
  3. plotly/dash · recommended 1×
  4. Anaconda Gallery · recommended 1×
  5. Kaggle Notebooks · recommended 1×
  • CATEGORY QUERY
    Where can I find a curated gallery of impressive Python-based data applications for inspiration?
    you: not recommended
    AI recommended (in order):
    1. Awesome-streamlit.org Gallery (awesome-streamlit/awesome-streamlit)
    2. Plotly Dash App Gallery (plotly/dash)
    3. Hugging Face Spaces
    4. Anaconda Gallery
    5. Kaggle Notebooks
    6. PyData Conference Talks/Showcases

    AI recommended 6 alternatives but never named jrieke/best-of-streamlit. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Show me highly-rated community projects demonstrating machine learning web app capabilities with Python.
    you: not recommended
    AI recommended (in order):
    1. Streamlit Gallery
    2. Gradio Demos
    3. Awesome Streamlit (MarcSkovMadsen/awesome-streamlit)
    4. Hugging Face Spaces
    5. Flask
    6. Django

    AI recommended 6 alternatives but never named jrieke/best-of-streamlit. 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 jrieke/best-of-streamlit?
    pass
    AI did not name jrieke/best-of-streamlit — likely talking about a different project

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

  • If a team adopts jrieke/best-of-streamlit in production, what risks or prerequisites should they evaluate first?
    pass
    AI named jrieke/best-of-streamlit 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 jrieke/best-of-streamlit solve, and who is the primary audience?
    pass
    AI named jrieke/best-of-streamlit explicitly

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

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jrieke/best-of-streamlit — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
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