RRepoGEO

REPOGEO REPORT · LITE

m1guelpf/auto-subtitle

Default branch main · commit 124ccb1a · scanned 5/16/2026, 10:43:12 AM

GitHub: 2,218 stars · 362 forks

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 m1guelpf/auto-subtitle, 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 and opening paragraph to clarify target audience and tool type

    Why:

    CURRENT
    # Automatic subtitles in your videos

This repository uses `ffmpeg` and OpenAI's Whisper to automatically generate and overlay subtitles on any video.
    COPY-PASTE FIX
    # auto-subtitle: A CLI tool for automatic video subtitling

`auto-subtitle` is a Python command-line tool that leverages `ffmpeg` and OpenAI's Whisper to automatically generate and hardcode accurate subtitles directly into any video file. It's designed for developers and power users seeking a local, automated solution for video transcription and subtitle overlay.
  • mediumabout#2
    Add the repository URL as the homepage in the About section

    Why:

    COPY-PASTE FIX
    https://github.com/m1guelpf/auto-subtitle
  • mediumtopics#3
    Add more specific topics to clarify the tool's nature and application

    Why:

    CURRENT
    ffmpeg, openai-whisper, subtitle-generator, subtitles, subtitles-generator, whisper
    COPY-PASTE FIX
    ffmpeg, openai-whisper, subtitle-generator, subtitles, subtitles-generator, whisper, cli-tool, video-processing, python-cli

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 m1guelpf/auto-subtitle
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Happy Scribe
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Happy Scribe · recommended 1×
  2. Trint · recommended 1×
  3. Descript · recommended 1×
  4. Rev.com · recommended 1×
  5. Veed.io · recommended 1×
  • CATEGORY QUERY
    How can I automatically add accurate subtitles to my video files?
    you: not recommended
    AI recommended (in order):
    1. Happy Scribe
    2. Trint
    3. Descript
    4. Rev.com
    5. Veed.io
    6. Kapwing
    7. Adobe Premiere Pro

    AI recommended 7 alternatives but never named m1guelpf/auto-subtitle. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a Python library to generate and embed video subtitles automatically.
    you: not recommended
    AI recommended (in order):
    1. Whisper (openai/whisper)
    2. AssemblyAI
    3. Google Cloud Speech-to-Text
    4. DeepSpeech (mozilla/DeepSpeech)
    5. pydub (jiaaro/pydub)
    6. moviepy (Zulko/moviepy)
    7. ffmpeg

    AI recommended 7 alternatives but never named m1guelpf/auto-subtitle. 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 m1guelpf/auto-subtitle?
    pass
    AI named m1guelpf/auto-subtitle explicitly

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

  • If a team adopts m1guelpf/auto-subtitle in production, what risks or prerequisites should they evaluate first?
    pass
    AI named m1guelpf/auto-subtitle 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 m1guelpf/auto-subtitle solve, and who is the primary audience?
    pass
    AI named m1guelpf/auto-subtitle explicitly

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

Embed your GEO score

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m1guelpf/auto-subtitle — 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