RRepoGEO

REPOGEO REPORT · LITE

simonlin1212/global-stock-data

Default branch main · commit 9b95390a · scanned 6/17/2026, 7:26:50 AM

GitHub: 704 stars · 109 forks

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 simonlin1212/global-stock-data, 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
    Update README H1 to clearly state 'AI Skill' purpose

    Why:

    CURRENT
    # global-stock-data
    COPY-PASTE FIX
    # global-stock-data: US & HK Stock Full-Stack Data Toolkit for AI Coding Assistants
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    stock-data, ai-assistant, ai-skill, financial-data, us-stocks, hk-stocks, quant-trading, data-toolkit, zero-auth
  • mediumreadme#3
    Add a 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    ## Why global-stock-data for AI Assistants?

Unlike traditional stock data libraries (e.g., `yfinance`, `pandas-datareader`) or direct API providers (e.g., Polygon.io, Alpaca), `global-stock-data` is specifically designed as a self-contained "Skill file" for AI coding assistants (like Claude Code, Codex, OpenClaw). It abstracts away complex data source integration, authentication, and data formatting, providing a unified, zero-auth toolkit directly usable by AI to fetch US and HK stock data. This means AI can immediately access real-time quotes, historical K-lines, financials, and more, without needing to understand underlying APIs or manage credentials.

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 simonlin1212/global-stock-data
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Polygon.io
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Polygon.io · recommended 1×
  2. Alpaca Markets · recommended 1×
  3. Interactive Brokers (IBKR) API · recommended 1×
  4. Xignite · recommended 1×
  5. EOD Historical Data · recommended 1×
  • CATEGORY QUERY
    How to get real-time US and HK stock market data for an AI assistant?
    you: not recommended
    AI recommended (in order):
    1. Polygon.io
    2. Alpaca Markets
    3. Interactive Brokers (IBKR) API
    4. Xignite
    5. EOD Historical Data
    6. Finnhub.io

    AI recommended 6 alternatives but never named simonlin1212/global-stock-data. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tool provides comprehensive US and Hong Kong stock financial data without authentication?
    you: not recommended
    AI recommended (in order):
    1. Yahoo Finance
    2. Google Finance
    3. Investing.com
    4. MarketWatch
    5. Finviz
    6. Quandl (now Nasdaq Data Link)
    7. Alpha Vantage

    AI recommended 7 alternatives but never named simonlin1212/global-stock-data. 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 simonlin1212/global-stock-data?
    pass
    AI did not name simonlin1212/global-stock-data — 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 simonlin1212/global-stock-data in production, what risks or prerequisites should they evaluate first?
    pass
    AI named simonlin1212/global-stock-data 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 simonlin1212/global-stock-data solve, and who is the primary audience?
    pass
    AI did not name simonlin1212/global-stock-data — 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?

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