RRepoGEO

REPOGEO REPORT · LITE

RayVentura/ShortGPT

Default branch stable · commit 3df4e0f7 · scanned 6/22/2026, 6:56:59 AM

GitHub: 7,413 stars · 1,037 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
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
    Reposition README H1/H2 to explicitly state its nature as a Python framework for end-to-end AI video automation.

    Why:

    CURRENT
    ## AI video automation framework
    COPY-PASTE FIX
    ## A Python framework for end-to-end AI video automation
  • mediumtopics#2
    Add more specific topics to improve visibility for short-form video and social media automation.

    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, short-form-video, social-media-automation, video-generation, ai-video-framework
  • lowreadme#3
    Add a "Comparison" section to the README to differentiate ShortGPT from common alternatives.

    Why:

    COPY-PASTE FIX
    ## How ShortGPT Compares

ShortGPT is a unique **open-source Python framework** designed for **end-to-end AI video automation**. Unlike SaaS platforms (e.g., Pictory.ai, HeyGen), it offers full control and customizability for developers. Unlike low-level libraries (e.g., MoviePy, OpenCV), ShortGPT provides a complete, opinionated pipeline for generating short-form content from a prompt, handling script, voiceover, and editing automatically.

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
Pictory.ai
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Pictory.ai · recommended 1×
  2. InVideo · recommended 1×
  3. Synthesys Studio · recommended 1×
  4. HeyGen · recommended 1×
  5. Descript · recommended 1×
  • CATEGORY QUERY
    How can I automate short video content creation for social media channels using AI?
    you: not recommended
    AI recommended (in order):
    1. Pictory.ai
    2. InVideo
    3. Synthesys Studio
    4. HeyGen
    5. Descript
    6. Opus Clip
    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 some good Python frameworks for generating and editing short-form AI videos?
    you: not recommended
    AI recommended (in order):
    1. MoviePy (Zulko/moviepy)
    2. OpenCV (opencv/opencv)
    3. FFmpeg (kkroening/ffmpeg-python)
    4. Pillow (python-pillow/Pillow)
    5. PyTorch (pytorch/pytorch)
    6. TensorFlow (tensorflow/tensorflow)
    7. Diffusers (huggingface/diffusers)

    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