RRepoGEO

REPOGEO REPORT · LITE

RayVentura/ShortGPT

Default branch stable · commit 3df4e0f7 · scanned 5/12/2026, 12:47:04 AM

GitHub: 7,329 stars · 1,030 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 RayVentura/ShortGPT, 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 open-source AI agent framework positioning in the introduction

    Why:

    CURRENT
    ShortGPT is a powerful framework for automating content creation.
    COPY-PASTE FIX
    ShortGPT is a powerful, experimental open-source AI agent framework for automating content creation, designed for developers and automators to build and manage short-form video channels.
  • mediumtopics#2
    Add specific topics for 'open-source' and 'generative AI'

    Why:

    CURRENT
    ai, artificial-intelligence, automation, autonomous-agents, content, gpt-4, openai, python, video, video-editing
    COPY-PASTE FIX
    ai, artificial-intelligence, automation, autonomous-agents, content, gpt-4, openai, python, video, video-editing, open-source, generative-ai
  • lowcomparison#3
    Add a comparison section to differentiate from commercial tools

    Why:

    COPY-PASTE FIX
    Add a new section to the README titled '## 🆚 ShortGPT vs. Commercial Tools' or '## 💡 Why ShortGPT? (vs. SaaS alternatives)' that briefly outlines its advantages as an open-source, customizable framework for developers, contrasting it with ready-to-use SaaS platforms.

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 RayVentura/ShortGPT
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
InVideo
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. InVideo · recommended 2×
  2. Pictory · recommended 2×
  3. HeyGen · recommended 2×
  4. Descript · recommended 2×
  5. Synthesys AI Studio · recommended 1×
  • CATEGORY QUERY
    How can I automate creating short-form videos for social media channels using AI?
    you: not recommended
    AI recommended (in order):
    1. InVideo
    2. Pictory
    3. Synthesys AI Studio
    4. HeyGen
    5. Opus Clip
    6. Descript
    7. CapCut

    AI recommended 7 alternatives but never named RayVentura/ShortGPT. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best AI tools for generating engaging short video content from scripts?
    you: not recommended
    AI recommended (in order):
    1. Synthesys X
    2. HeyGen
    3. Pictory
    4. InVideo
    5. Descript
    6. Fliki
    7. DeepMotion

    AI recommended 7 alternatives but never named RayVentura/ShortGPT. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 RayVentura/ShortGPT?
    pass
    AI named RayVentura/ShortGPT explicitly

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

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

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

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RayVentura/ShortGPT — 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