RRepoGEO

REPOGEO REPORT · LITE

mumu-lhl/Ciyue

Default branch main · commit 6bf6538e · scanned 6/2/2026, 7:22:02 AM

GitHub: 575 stars · 31 forks

AI VISIBILITY SCORE
33 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 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 mumu-lhl/Ciyue, 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 sentence to clarify core purpose

    Why:

    CURRENT
    A mdict dictionary with Android/Windows/Linux support.
    COPY-PASTE FIX
    Ciyue is a modern, cross-platform dictionary application for Android, Windows, and Linux, featuring MDX/MDD support, AI translation, and Material You design.
  • mediumabout#2
    Enhance the 'About' description to highlight key features

    Why:

    CURRENT
    A simple mdict dictionary with Android/Windows/Linux support
    COPY-PASTE FIX
    Ciyue is a feature-rich, cross-platform dictionary application for Android, Windows, and Linux, offering MDX/MDD support, integrated AI translation, and word bookmarking.
  • mediumtopics#3
    Add specific topics for AI translation and cross-platform nature

    Why:

    CURRENT
    android-app, dictionary, flutter, mdd, mdict, mdx, windows-app
    COPY-PASTE FIX
    android-app, dictionary, flutter, mdd, mdict, mdx, windows-app, ai-translation, cross-platform

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 mumu-lhl/Ciyue
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Google Translate
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Google Translate · recommended 2×
  2. Microsoft Translator · recommended 2×
  3. GoldenDict · recommended 1×
  4. DeepL · recommended 1×
  5. Qolibri · recommended 1×
  • CATEGORY QUERY
    Cross-platform dictionary application supporting MDX files and AI translation features?
    you: not recommended
    AI recommended (in order):
    1. GoldenDict
    2. Google Translate
    3. DeepL
    4. Microsoft Translator
    5. Qolibri
    6. MDict
    7. Google Translate API
    8. DeepL API
    9. Babylon NG
    10. Linguee

    AI recommended 10 alternatives but never named mumu-lhl/Ciyue. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an Android dictionary app with AI translation and word bookmarking capabilities.
    you: not recommended
    AI recommended (in order):
    1. Google Translate
    2. Microsoft Translator
    3. U-Dictionary: Translate & Learn
    4. Dict Box - Universal Dictionary
    5. Oxford Dictionary of English

    AI recommended 5 alternatives but never named mumu-lhl/Ciyue. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 mumu-lhl/Ciyue?
    pass
    AI did not name mumu-lhl/Ciyue — 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 mumu-lhl/Ciyue in production, what risks or prerequisites should they evaluate first?
    pass
    AI named mumu-lhl/Ciyue 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 mumu-lhl/Ciyue solve, and who is the primary audience?
    pass
    AI named mumu-lhl/Ciyue 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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mumu-lhl/Ciyue — 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