RRepoGEO

REPOGEO REPORT · LITE

shreyashankar/gpt3-sandbox

Default branch master · commit e48ae2bc · scanned 6/21/2026, 9:57:43 PM

GitHub: 2,871 stars · 861 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 shreyashankar/gpt3-sandbox, 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
  • highreadme#1
    Reposition the README H1 to clarify its role as a web app framework

    Why:

    CURRENT
    # GPT-3 Sandbox: Turn your ideas into demos in a matter of minutes
    COPY-PASTE FIX
    # GPT-3 Sandbox: A minimalist Python framework to build and deploy web demos for OpenAI GPT-3 API applications
  • mediumhomepage#2
    Add the repository URL as the homepage

    Why:

    COPY-PASTE FIX
    https://github.com/shreyashankar/gpt3-sandbox

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 shreyashankar/gpt3-sandbox
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Gradio
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Gradio · recommended 2×
  2. Streamlit · recommended 2×
  3. Panel · recommended 2×
  4. FastAPI · recommended 2×
  5. Flask · recommended 2×
  • CATEGORY QUERY
    How to quickly build web demos for large language models using Python?
    you: not recommended
    AI recommended (in order):
    1. Gradio
    2. Streamlit
    3. Panel
    4. FastAPI
    5. Jinja2
    6. Flask

    AI recommended 6 alternatives but never named shreyashankar/gpt3-sandbox. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Python library for rapid prototyping and demonstrating AI language model applications?
    you: not recommended
    AI recommended (in order):
    1. Gradio
    2. Streamlit
    3. Panel
    4. NiceGUI
    5. Flask
    6. FastAPI

    AI recommended 6 alternatives but never named shreyashankar/gpt3-sandbox. 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 shreyashankar/gpt3-sandbox?
    pass
    AI named shreyashankar/gpt3-sandbox explicitly

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

  • If a team adopts shreyashankar/gpt3-sandbox in production, what risks or prerequisites should they evaluate first?
    pass
    AI named shreyashankar/gpt3-sandbox 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 shreyashankar/gpt3-sandbox solve, and who is the primary audience?
    pass
    AI named shreyashankar/gpt3-sandbox explicitly

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

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shreyashankar/gpt3-sandbox — 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