RRepoGEO

REPOGEO REPORT · LITE

Ceelog/DictionaryByGPT4

Default branch main · commit 8c9b050b · scanned 5/19/2026, 8:28:16 PM

GitHub: 6,187 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
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 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
  • highreadme#1
    Add a clear English title to the README

    Why:

    CURRENT
    The README currently starts with `## 快速开始`.
    COPY-PASTE FIX
    # DictionaryByGPT4: An AI-Generated English Vocabulary Book
  • hightopics#2
    Add descriptive topics

    Why:

    CURRENT
    gpt-4, gpt4
    COPY-PASTE FIX
    gpt-4, gpt4, english-learning, vocabulary, ai-generated, language-learning, dictionary, educational-tool, etymology, cultural-context
  • mediumreadme#3
    Add a concise English introductory paragraph to the README

    Why:

    CURRENT
    The current README's introductory content is in Chinese and starts after a 'Quick Start' section.
    COPY-PASTE FIX
    This repository presents "DictionaryByGPT4," a comprehensive English vocabulary book generated by GPT-4, offering over 8000 word analyses. Each entry covers word meaning, example sentences, etymology, inflections, cultural background, memory techniques, and short stories, providing a rich learning experience beyond simple memorization.

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 2 of 2 queries
COMPETITOR LEADERBOARD
  1. ChatGPT · recommended 2×
  2. Anki · recommended 1×
  3. Memrise · recommended 1×
  4. GPT-4 · recommended 1×
  5. Google Gemini · recommended 1×
  • CATEGORY QUERY
    How can I use AI to improve English vocabulary learning beyond simple memorization?
    you: not recommended
    AI recommended (in order):
    1. Anki
    2. Memrise
    3. ChatGPT
    4. GPT-4
    5. Google Gemini
    6. Claude
    7. ELSA Speak
    8. Readwise Reader
    9. QuillBot

    AI recommended 9 alternatives but never named Ceelog/DictionaryByGPT4. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Where can I find AI-powered English dictionary tools that explain cultural context and etymology?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. Web Pilot
    3. ScholarAI
    4. Google Bard
    5. Perplexity AI
    6. You.com
    7. Wiktionary

    AI recommended 7 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 did not name Ceelog/DictionaryByGPT4 — 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 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?

Embed your GEO score

Drop this badge into the README of Ceelog/DictionaryByGPT4. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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HTML
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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