RRepoGEO

REPOGEO REPORT · LITE

1nchaos/adata

Default branch main · commit b14f4e57 · scanned 6/21/2026, 4:51:40 AM

GitHub: 4,789 stars · 640 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
40 /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
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 1nchaos/adata, 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, domain-specific tagline under the main README title

    Why:

    CURRENT
    # AData
    COPY-PASTE FIX
    # AData

免费开源A股量化交易数据库，专注A股量化交易数据，为个人量化交易而生。
  • highabout#2
    Rephrase the 'About' description to emphasize A-share financial data upfront

    Why:

    CURRENT
    免费开源A股量化交易数据库； 专注A股，专注量化，向阳而生； 开放、纯净、持续、为Ai(爱)发电。为个人量化交易而生，保卫3000点，珍惜底部机会......【股票数据，股票行情数据，股票量化数据，股票交易数据，k线行情数据，股票概念数据，股票数据接口，行情数据接口，量化交易数据】【多数据源融合，动态设置代理，保障数据高可用性】
    COPY-PASTE FIX
    免费开源A股量化交易数据库，专注提供A股股票行情、K线、交易及概念数据接口，支持多数据源融合与动态代理，保障数据高可用性。为个人量化交易者提供纯净、持续的A股量化数据服务。
  • mediumtopics#3
    Add more specific financial and quantitative finance topics

    Why:

    CURRENT
    3000, a, china, datasource, financial, kline, market-data, quant, stock, stock-data, stock-market-data
    COPY-PASTE FIX
    3000, a, china, datasource, financial, kline, market-data, quant, stock, stock-data, stock-market-data, a-share, quantitative-finance, trading-data, stock-api, china-stock

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 1nchaos/adata
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Tushare
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Tushare · recommended 2×
  2. Wind (Wind Financial Terminal) · recommended 1×
  3. Choice (Eastmoney Choice Data Terminal) · recommended 1×
  4. JoinQuant (JoinQuant Data API) · recommended 1×
  5. BaoStock · recommended 1×
  • CATEGORY QUERY
    Where can I find reliable A-share stock market data for quantitative analysis?
    you: not recommended
    AI recommended (in order):
    1. Wind (Wind Financial Terminal)
    2. Choice (Eastmoney Choice Data Terminal)
    3. Tushare
    4. JoinQuant (JoinQuant Data API)
    5. BaoStock
    6. Refinitiv Eikon
    7. Bloomberg Terminal

    AI recommended 7 alternatives but never named 1nchaos/adata. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source libraries provide historical K-line and trading data for China A-shares?
    you: not recommended
    AI recommended (in order):
    1. Tushare
    2. AkShare
    3. baostock
    4. Quantaxis
    5. WindPy

    AI recommended 5 alternatives but never named 1nchaos/adata. 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 1nchaos/adata?
    pass
    AI named 1nchaos/adata explicitly

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

  • If a team adopts 1nchaos/adata in production, what risks or prerequisites should they evaluate first?
    pass
    AI named 1nchaos/adata 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 1nchaos/adata solve, and who is the primary audience?
    pass
    AI named 1nchaos/adata explicitly

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

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1nchaos/adata — 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