RRepoGEO

REPOGEO REPORT · LITE

Ceelog/DictionaryByGPT4

Default branch main · commit 8c9b050b · scanned 7/1/2026, 6:17:35 AM

GitHub: 6,233 stars · 452 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
40 /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
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 Ceelog/DictionaryByGPT4, 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:

    CURRENT
    gpt-4, gpt4
    COPY-PASTE FIX
    gpt-4, gpt4, english-learning, vocabulary, dictionary, ai-dictionary, language-learning, wordbook
  • highreadme#2
    Add a clear, concise opening statement to the README

    Why:

    COPY-PASTE FIX
    Ceelog/DictionaryByGPT4 是一本由 GPT-4 生成的英语单词书，旨在通过提供词义、例句、词根词缀、文化背景和记忆技巧等全面分析，帮助英语学习者高效记忆和理解单词。

## 快速开始
  • mediumabout#3
    Refine the repository description to emphasize its utility as a learning resource

    Why:

    CURRENT
    一本 GPT4 生成的单词书📚，超过 8000 个单词分析，涵盖了词义、例句、词根词缀、变形、文化背景、记忆技巧和小故事
    COPY-PASTE FIX
    Ceelog/DictionaryByGPT4 是一本由 GPT-4 生成的英语单词学习资源，提供超过 8000 个单词的深度分析，涵盖词义、例句、词根词缀、变形、文化背景、记忆技巧和小故事，旨在帮助英语学习者高效掌握词汇。

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 Ceelog/DictionaryByGPT4
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ChatGPT
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ChatGPT · recommended 1×
  2. Google Gemini · recommended 1×
  3. Microsoft Copilot · recommended 1×
  4. Perplexity AI · recommended 1×
  5. YouChat · recommended 1×
  • CATEGORY QUERY
    How can I use AI to get comprehensive explanations for English vocabulary words?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. Google Gemini
    3. Microsoft Copilot
    4. Perplexity AI
    5. YouChat

    AI recommended 5 alternatives but never named Ceelog/DictionaryByGPT4. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help learn new English words by providing cultural context and memory aids?
    you: not recommended
    AI recommended (in order):
    1. Anki
    2. Memrise
    3. LingQ
    4. Quizlet
    5. WordReference.com
    6. FluentU

    AI recommended 6 alternatives but never named Ceelog/DictionaryByGPT4. 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 Ceelog/DictionaryByGPT4?
    pass
    AI named Ceelog/DictionaryByGPT4 explicitly

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

  • If a team adopts Ceelog/DictionaryByGPT4 in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Ceelog/DictionaryByGPT4 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 Ceelog/DictionaryByGPT4 solve, and who is the primary audience?
    pass
    AI named Ceelog/DictionaryByGPT4 explicitly

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

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Ceelog/DictionaryByGPT4 — 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