RRepoGEO

REPOGEO REPORT · LITE

McCloudS/subgen

Default branch main · commit e68db4a0 · scanned 6/30/2026, 9:13:00 AM

GitHub: 1,418 stars · 119 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 McCloudS/subgen, 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 the README's opening to clearly state its purpose and integrations

    Why:

    CURRENT
    # Subgen
    COPY-PASTE FIX
    # Subgen

Autogenerate subtitles for your media library using OpenAI Whisper Model, integrating seamlessly with Jellyfin, Plex, Emby, Tautulli, or Bazarr.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    subtitles, whisper, openai, jellyfin, plex, emby, tautulli, bazarr, media-server, speech-to-text, srt, automation
  • mediumhomepage#3
    Set the repository URL as the homepage

    Why:

    COPY-PASTE FIX
    https://github.com/McCloudS/subgen

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 McCloudS/subgen
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
bazarr/bazarr
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. bazarr/bazarr · recommended 1×
  2. pannal/Sub-Zero.bundle · recommended 1×
  3. FileBot · recommended 1×
  4. Diaoul/subliminal · recommended 1×
  5. persepolisdm/persepolis · recommended 1×
  • CATEGORY QUERY
    Tool to automatically generate missing subtitles for movies and TV shows in my media library.
    you: not recommended
    AI recommended (in order):
    1. Bazarr (bazarr/bazarr)
    2. Sub-Zero (pannal/Sub-Zero.bundle)
    3. FileBot
    4. Subliminal (Diaoul/subliminal)
    5. Persepolis Download Manager (persepolisdm/persepolis)

    AI recommended 5 alternatives but never named McCloudS/subgen. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to get accurate speech-to-text transcripts for video files, handling timing and forced foreign dialogue?
    you: not recommended
    AI recommended (in order):
    1. Google Cloud Speech-to-Text
    2. AWS Transcribe
    3. Azure Cognitive Services Speech
    4. Deepgram
    5. AssemblyAI
    6. Rev.ai
    7. OpenAI Whisper

    AI recommended 7 alternatives but never named McCloudS/subgen. 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 McCloudS/subgen?
    pass
    AI named McCloudS/subgen explicitly

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

  • If a team adopts McCloudS/subgen in production, what risks or prerequisites should they evaluate first?
    pass
    AI named McCloudS/subgen 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 McCloudS/subgen solve, and who is the primary audience?
    pass
    AI named McCloudS/subgen 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 McCloudS/subgen. 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/McCloudS/subgen.svg)](https://repogeo.com/en/r/McCloudS/subgen)
HTML
<a href="https://repogeo.com/en/r/McCloudS/subgen"><img src="https://repogeo.com/badge/McCloudS/subgen.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

McCloudS/subgen — 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