RRepoGEO

REPOGEO REPORT · LITE

cosZone/MoePeek

Default branch main · commit 1790875e · scanned 6/15/2026, 10:31:56 PM

GitHub: 679 stars · 40 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 cosZone/MoePeek, 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
    Strengthen README's opening sentence to clarify core function

    Why:

    CURRENT
    A lightweight, native macOS menu bar translator. Select text, get translation.
    COPY-PASTE FIX
    MoePeek is a lightweight macOS selection translator, built with pure Swift 6, that provides instant, privacy-focused translations directly on your device.
  • hightopics#2
    Add specific topics to improve categorization

    Why:

    CURRENT
    apple, macos, ocr, short, swift
    COPY-PASTE FIX
    apple, macos, ocr, swift, translation, translator, text-selection, privacy, on-device
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/cosZone/MoePeek

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 cosZone/MoePeek
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
DeepL for Mac
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. DeepL for Mac · recommended 2×
  2. Mate Translate · recommended 2×
  3. iTranslate Mac · recommended 1×
  4. PopClip · recommended 1×
  5. Apple Translate · recommended 1×
  • CATEGORY QUERY
    Seeking a lightweight macOS utility for quick on-device text selection translation with privacy focus.
    you: not recommended
    AI recommended (in order):
    1. DeepL for Mac
    2. Mate Translate
    3. iTranslate Mac
    4. PopClip
    5. Apple Translate

    AI recommended 5 alternatives but never named cosZone/MoePeek. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good macOS screen translation tools offering OCR and various service integrations?
    you: not recommended
    AI recommended (in order):
    1. DeepL for Mac
    2. iTranslate Translator
    3. TextSniper
    4. Mate Translate
    5. Google Translate
    6. TranslateMe

    AI recommended 6 alternatives but never named cosZone/MoePeek. 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 cosZone/MoePeek?
    pass
    AI named cosZone/MoePeek explicitly

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

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

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

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MARKDOWN (README)
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cosZone/MoePeek — 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