RRepoGEO

REPOGEO REPORT · LITE

rushindrasinha/youtube-shorts-pipeline

Default branch main · commit 48835dea · scanned 6/21/2026, 7:31:53 AM

GitHub: 2,044 stars · 500 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
33 /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
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 rushindrasinha/youtube-shorts-pipeline, 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's opening statement to clarify its unique value proposition

    Why:

    CURRENT
    **The open source AI content engine with built-in niche intelligence.**
    COPY-PASTE FIX
    **Verticals v3: The open-source, self-hostable AI content engine and full pipeline for automated YouTube Shorts, offering a comprehensive alternative to SaaS video generators and raw API integrations.**
  • mediumtopics#2
    Add more specific topics to improve categorization

    Why:

    CURRENT
    ai-video, automation, claude, content-creation, elevenlabs, ffmpeg, python, whisper, youtube, youtube-shorts
    COPY-PASTE FIX
    ai-video, automation, claude, content-creation, elevenlabs, ffmpeg, python, whisper, youtube, youtube-shorts, ai-pipeline, self-hosted, video-generation, content-automation

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 rushindrasinha/youtube-shorts-pipeline
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ElevenLabs
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. ElevenLabs · recommended 2×
  2. InVideo · recommended 1×
  3. Pictory AI · recommended 1×
  4. Synthesys AI Studio · recommended 1×
  5. Descript · recommended 1×
  • CATEGORY QUERY
    How to fully automate YouTube Shorts creation using AI for various niches?
    you: not recommended
    AI recommended (in order):
    1. InVideo
    2. Pictory AI
    3. Synthesys AI Studio
    4. Descript
    5. HeyGen
    6. ChatGPT / GPT-4 (via API)
    7. ElevenLabs

    AI recommended 7 alternatives but never named rushindrasinha/youtube-shorts-pipeline. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Python tool to generate AI video content with voiceover and captions for social media?
    you: not recommended
    AI recommended (in order):
    1. OpenAI's API
    2. DALL-E 3
    3. GPT-4
    4. Whisper API
    5. Sora
    6. MoviePy
    7. Google Cloud Text-to-Speech
    8. Amazon Polly
    9. ElevenLabs
    10. Midjourney
    11. Stable Diffusion
    12. Google Cloud Speech-to-Text
    13. Stability AI
    14. Stable Audio
    15. Stable Video Diffusion (SVD)
    16. Hugging Face Transformers
    17. Diffusers
    18. Google Cloud AI Platform
    19. Vision AI
    20. AWS SDK for Python (Boto3)

    AI recommended 20 alternatives but never named rushindrasinha/youtube-shorts-pipeline. 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 rushindrasinha/youtube-shorts-pipeline?
    pass
    AI did not name rushindrasinha/youtube-shorts-pipeline — 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 rushindrasinha/youtube-shorts-pipeline in production, what risks or prerequisites should they evaluate first?
    pass
    AI named rushindrasinha/youtube-shorts-pipeline 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 rushindrasinha/youtube-shorts-pipeline solve, and who is the primary audience?
    pass
    AI named rushindrasinha/youtube-shorts-pipeline explicitly

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

Embed your GEO score

Drop this badge into the README of rushindrasinha/youtube-shorts-pipeline. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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rushindrasinha/youtube-shorts-pipeline — 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