RRepoGEO

REPOGEO REPORT · LITE

frank890417/taiwan-md

Default branch main · commit 4600c08e · scanned 6/20/2026, 12:36:50 PM

GitHub: 1,059 stars · 156 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
22 /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
1 / 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 frank890417/taiwan-md, 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
    taiwan, knowledge-base, ai-native, multilingual, open-source, cultural-heritage, geopolitics, history, geography, economy, society, culture, education, technology, data-visualization, knowledge-graph, markdown, content-project
  • highlicense#2
    Create a LICENSE file in the repository root

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the repository root, explicitly stating the project's license, such as CC BY-SA 4.0 as indicated by the README's links.
  • highreadme#3
    Add a clarifying sentence to the README's introduction

    Why:

    CURRENT
    > **The world's first AI-native open knowledge base about Taiwan.**
    COPY-PASTE FIX
    > **The world's first AI-native open knowledge base about Taiwan.** This repository serves as a comprehensive, structured dataset of information about Taiwan, designed for AI consumption and human understanding.

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 frank890417/taiwan-md
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Confluence
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Confluence · recommended 2×
  2. MediaWiki · recommended 2×
  3. Docusaurus · recommended 2×
  4. Notion · recommended 1×
  5. Obsidian · recommended 1×
  • CATEGORY QUERY
    How to build an AI-friendly, curated knowledge base for specific cultural or regional information?
    you: not recommended
    AI recommended (in order):
    1. Notion
    2. Obsidian
    3. Confluence
    4. Airtable
    5. MediaWiki
    6. Docusaurus
    7. Microsoft SharePoint

    AI recommended 7 alternatives but never named frank890417/taiwan-md. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I create a comprehensive, multilingual knowledge platform focused on a specific country?
    you: not recommended
    AI recommended (in order):
    1. WordPress
    2. WPML
    3. Advanced Custom Fields (ACF)
    4. Relevanssi
    5. ElasticPress
    6. Drupal
    7. Views Module
    8. Strapi
    9. Next.js
    10. Nuxt.js
    11. next-i18n
    12. @nuxtjs/i18n
    13. Confluence
    14. Scroll Translations for Confluence
    15. MediaWiki
    16. Translate Extension
    17. Semantic MediaWiki
    18. Sanity.io
    19. Docusaurus
    20. Algolia DocSearch

    AI recommended 20 alternatives but never named frank890417/taiwan-md. 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 frank890417/taiwan-md?
    pass
    AI did not name frank890417/taiwan-md — 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 frank890417/taiwan-md in production, what risks or prerequisites should they evaluate first?
    pass
    AI named frank890417/taiwan-md 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 frank890417/taiwan-md solve, and who is the primary audience?
    pass
    AI did not name frank890417/taiwan-md — 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?

Embed your GEO score

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frank890417/taiwan-md — 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