RRepoGEO

REPOGEO REPORT · LITE

rushindrasinha/youtube-shorts-pipeline

Default branch main · commit d9027b38 · scanned 5/11/2026, 4:33:23 AM

GitHub: 1,967 stars · 493 forks

AI VISIBILITY SCORE
22 /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
1 / 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

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition README opening to clarify project/repo name and emphasize open-source, self-hosted nature

    Why:

    CURRENT
    # Verticals v3

**The open source AI content engine with built-in niche intelligence.**

> Topic in. Published Short out. Any niche. ~$0.11 per video.
>
> **[Quickstart](#quickstart) · Hosted Version**

> Repo note: the product is called **Verticals v3**. The GitHub repository is `youtube-shorts-pipeline`.
    COPY-PASTE FIX
    # Verticals v3 (rushindrasinha/youtube-shorts-pipeline)

**The open-source, self-hosted AI content engine for automated YouTube Shorts creation, with built-in niche intelligence.**

> Topic in. Published Short out. Any niche. ~$0.11 per video.
>
> **[Quickstart](#quickstart) · Hosted Version**
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root containing the text of the MIT License.
  • mediumtopics#3
    Add `open-source` and `self-hosted` to repository topics

    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, open-source, python, self-hosted, whisper, youtube, youtube-shorts

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
InVideo
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. InVideo · recommended 2×
  2. HeyGen · recommended 2×
  3. Descript · recommended 2×
  4. ChatGPT · recommended 1×
  5. Jasper · recommended 1×
  • CATEGORY QUERY
    How can I automate the entire YouTube Shorts creation process from topic to upload?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. Jasper
    3. Copy.ai
    4. Pictory.ai
    5. InVideo
    6. Synthesys Studio
    7. HeyGen
    8. ElevenLabs
    9. Descript
    10. CapCut
    11. DaVinci Resolve
    12. Adobe Premiere Pro
    13. TubeBuddy
    14. VidIQ
    15. Zapier
    16. Make
    17. YouTube Studio

    AI recommended 17 alternatives but never named rushindrasinha/youtube-shorts-pipeline. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help generate AI video content with custom scripts and niche-specific styling?
    you: not recommended
    AI recommended (in order):
    1. Synthesys X
    2. HeyGen
    3. DeepMotion
    4. Descript
    5. Pictory AI
    6. RunwayML
    7. InVideo

    AI recommended 7 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
    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 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 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?

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.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/rushindrasinha/youtube-shorts-pipeline.svg)](https://repogeo.com/en/r/rushindrasinha/youtube-shorts-pipeline)
HTML
<a href="https://repogeo.com/en/r/rushindrasinha/youtube-shorts-pipeline"><img src="https://repogeo.com/badge/rushindrasinha/youtube-shorts-pipeline.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

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