RRepoGEO

REPOGEO REPORT · LITE

piglei/ai-vocabulary-builder

Default branch main · commit c7aa55b9 · scanned 6/10/2026, 12:16:50 AM

GitHub: 994 stars · 66 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
28 /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
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 piglei/ai-vocabulary-builder, 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 relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai-powered, vocabulary-builder, language-learning, english-learning, spaced-repetition, education, python
  • highreadme#2
    Strengthen the README's opening sentence for better AI categorization

    Why:

    CURRENT
    "AI Voc Builder" is a smart English vocabulary tool powered by AI technology. It helps you quickly build your own English vocabulary and learn more effectively.
    COPY-PASTE FIX
    "AI Voc Builder" is an open-source, AI-powered smart vocabulary tool designed for language learners to efficiently build English vocabulary through unique story-based memorization and interactive quizzes.
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/piglei/ai-vocabulary-builder

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 piglei/ai-vocabulary-builder
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Memrise
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Memrise · recommended 2×
  2. Duolingo · recommended 2×
  3. Lingvist · recommended 1×
  4. Readlang Web Reader · recommended 1×
  5. Quizlet · recommended 1×
  • CATEGORY QUERY
    What AI tools help build English vocabulary through interactive stories and quizzes?
    you: not recommended
    AI recommended (in order):
    1. Memrise
    2. Duolingo
    3. Lingvist
    4. Readlang Web Reader
    5. Quizlet
    6. ChatGPT
    7. Bard

    AI recommended 7 alternatives but never named piglei/ai-vocabulary-builder. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What AI-powered tools efficiently build vocabulary and support multiple target languages?
    you: not recommended
    AI recommended (in order):
    1. Anki
    2. Memrise
    3. Duolingo
    4. LingQ
    5. Babbel
    6. Drops
    7. Pimsleur

    AI recommended 7 alternatives but never named piglei/ai-vocabulary-builder. 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 piglei/ai-vocabulary-builder?
    pass
    AI did not name piglei/ai-vocabulary-builder — 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 piglei/ai-vocabulary-builder in production, what risks or prerequisites should they evaluate first?
    pass
    AI named piglei/ai-vocabulary-builder 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 piglei/ai-vocabulary-builder solve, and who is the primary audience?
    pass
    AI named piglei/ai-vocabulary-builder explicitly

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

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piglei/ai-vocabulary-builder — 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