RRepoGEO

REPOGEO REPORT · LITE

McCloudS/subgen

Default branch main · commit 52e6a3d5 · scanned 5/19/2026, 1:58:22 AM

GitHub: 1,347 stars · 114 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
  • hightopics#1
    Add specific topics to improve categorization

    Why:

    COPY-PASTE FIX
    subtitles, whisper, openai, jellyfin, plex, emby, tautulli, bazarr, media-server, automation, srt, vtt
  • highreadme#2
    Reposition the README H1 to clearly state the project's purpose and integrations

    Why:

    CURRENT
    # Subgen
    COPY-PASTE FIX
    # Subgen: Autogenerate Subtitles for Jellyfin, Plex, Emby, and other Media Servers using OpenAI Whisper
  • mediumhomepage#3
    Add 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
openai/whisper
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. openai/whisper · recommended 1×
  2. chidiwilliams/whisper-desktop · recommended 1×
  3. jordibruin/macwhisper · recommended 1×
  4. videolan/vlc · recommended 1×
  5. exebetche/vlsub · recommended 1×
  • CATEGORY QUERY
    What tools can generate accurate subtitles for my personal media collection?
    you: not recommended
    AI recommended (in order):
    1. Whisper (openai/whisper)
    2. Whisper Desktop (chidiwilliams/whisper-desktop)
    3. MacWhisper (jordibruin/macwhisper)
    4. VLC Media Player (videolan/vlc)
    5. VLSub (exebetche/vlsub)
    6. Kapwing
    7. DaVinci Resolve
    8. Happy Scribe
    9. Aegisub (Aegisub/Aegisub)

    AI recommended 9 alternatives but never named McCloudS/subgen. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tools to automatically generate and integrate captions for a personal media server?
    you: not recommended
    AI recommended (in order):
    1. Plex
    2. Plex Pass
    3. Smart Captions
    4. Jellyfin
    5. Bazarr
    6. Sub-Zero
    7. TMM (Tiny Media Manager)
    8. Whisper (OpenAI)
    9. Subliminal
    10. Emby

    AI recommended 10 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?

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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