RRepoGEO

REPOGEO REPORT · LITE

cddqssc/Caption-Trans

Default branch main · commit 250391a8 · scanned 6/11/2026, 4:17:11 PM

GitHub: 769 stars · 45 forks

AI VISIBILITY SCORE
23 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 cddqssc/Caption-Trans, 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
    Add a concise English summary to the README

    Why:

    CURRENT
    The current README's first English-facing content is just 'Caption Translator' under an H3, and the Description is 'A one-stop video subtitle translation tool'.
    COPY-PASTE FIX
    Add the following paragraph directly under the main English title (e.g., `### Caption Translator`):

Caption Trans is a desktop application for AI-powered video subtitle translation, **specifically optimized for Japanese content**. It supports GPU acceleration on macOS (Apple Silicon) and Windows (NVIDIA) and integrates with various large language models like Google Gemini and OpenAI-compatible APIs.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    video-translation, subtitle-translator, ai-translation, japanese-translation, gpu-acceleration, macos, windows, gemini-api, openai-api, deepseek-api
  • highlicense#3
    Add a LICENSE file to the repository root

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root containing the full text of the MIT License. (The full text can be found at https://opensource.org/licenses/MIT or similar sources).

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 cddqssc/Caption-Trans
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Subtitle Edit
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Subtitle Edit · recommended 1×
  2. Aegisub · recommended 1×
  3. Whisper · recommended 1×
  4. Argos Translate · recommended 1×
  5. DeepL Pro · recommended 1×
  • CATEGORY QUERY
    What's a good tool for translating video subtitles, especially for Japanese content?
    you: not recommended
    Show full AI answer
  • CATEGORY QUERY
    How to translate video subtitles on macOS/Windows using AI models with GPU acceleration?
    you: not recommended
    AI recommended (in order):
    1. Subtitle Edit
    2. Aegisub
    3. Whisper
    4. Argos Translate
    5. DeepL Pro
    6. Google Cloud Translation API
    7. FFmpeg
    8. VLC Media Player

    AI recommended 8 alternatives but never named cddqssc/Caption-Trans. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 cddqssc/Caption-Trans?
    pass
    AI did not name cddqssc/Caption-Trans — 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 cddqssc/Caption-Trans in production, what risks or prerequisites should they evaluate first?
    pass
    AI named cddqssc/Caption-Trans 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 cddqssc/Caption-Trans solve, and who is the primary audience?
    pass
    AI named cddqssc/Caption-Trans 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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MARKDOWN (README)
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cddqssc/Caption-Trans — 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