RRepoGEO

REPOGEO REPORT · LITE

simonlin1212/a-stock-data

Default branch main · commit cc54fb64 · scanned 5/27/2026, 7:57:10 AM

GitHub: 2,520 stars · 547 forks

AI VISIBILITY SCORE
35 /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
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 simonlin1212/a-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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition README opening to clearly state value for AI assistants and zero dependencies

    Why:

    CURRENT
    # a-stock-data

A 股全栈数据工具包 — 7 层架构 · 28 个端点 · 13 个数据源 · 零第三方数据封装依赖

一个自包含的 Skill 文件，把分散在 13 个数据源里的 A 股原始数据整合成 AI 编程助手直接能用的工具集。你不用再背 mootdx 的 K 线参数、东财的 PDF Referer 头、iwencai 的 X-Claw 鉴权——全部封装好了.
    COPY-PASTE FIX
    # a-stock-data: Full-stack China A-Share Data Toolkit for AI Coding Assistants

A self-contained Skill file that integrates raw A-share data from 13 scattered data sources into a toolset directly usable by AI programming assistants. It features a 7-layer architecture, 28 endpoints, and zero third-party data encapsulation dependencies, eliminating the need to manage complex API parameters or authentication for various sources.
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    https://github.com/simonlin1212/a-stock-data

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/a-stock-data
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Wind Financial Terminal (Wind Data)
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Wind Financial Terminal (Wind Data) · recommended 1×
  2. Refinitiv Eikon / Workspace (formerly Thomson Reuters Eikon) · recommended 1×
  3. Bloomberg Terminal · recommended 1×
  4. Tushare · recommended 1×
  5. East Money (东方财富) Data APIs · recommended 1×
  • CATEGORY QUERY
    How to access comprehensive China A-share market data for AI coding assistants?
    you: not recommended
    AI recommended (in order):
    1. Wind Financial Terminal (Wind Data)
    2. Refinitiv Eikon / Workspace (formerly Thomson Reuters Eikon)
    3. Bloomberg Terminal
    4. Tushare
    5. East Money (东方财富) Data APIs
    6. Quandl (now Nasdaq Data Link)

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

    Show full AI answer
  • CATEGORY QUERY
    Toolkit for integrating diverse Chinese stock market data sources without third-party API dependencies?
    you: not recommended
    AI recommended (in order):
    1. requests
    2. BeautifulSoup
    3. lxml
    4. pandas
    5. Jsoup
    6. Apache POI
    7. rvest
    8. httr
    9. data.table
    10. dplyr
    11. cheerio
    12. axios
    13. node-fetch
    14. papaparse
    15. HtmlAgilityPack
    16. HttpClient
    17. Selenium
    18. Puppeteer
    19. PostgreSQL
    20. MySQL
    21. MongoDB

    AI recommended 21 alternatives but never named simonlin1212/a-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/a-stock-data?
    pass
    AI named simonlin1212/a-stock-data explicitly

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

  • If a team adopts simonlin1212/a-stock-data in production, what risks or prerequisites should they evaluate first?
    pass
    AI named simonlin1212/a-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/a-stock-data solve, and who is the primary audience?
    pass
    AI named simonlin1212/a-stock-data explicitly

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

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simonlin1212/a-stock-data — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite