RRepoGEO

REPOGEO REPORT · LITE

BitSoulTech/BitSoulStockSkill

Default branch main · commit 0364f1e9 · scanned 6/8/2026, 7:13:33 AM

GitHub: 553 stars · 47 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 BitSoulTech/BitSoulStockSkill, 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
    Reposition the project description and README intro to highlight "OpenClaw Skill" and "AI-powered"

    Why:

    CURRENT
    由BitSoul出品的A股市场全能Skill，自带免费历史数据，内置100+行业主流因子，完整的回测框架，基于MOE架构的股票筛选与买卖判断，更提供因子挖矿等趣味接口，欢迎安装试用，也欢共同开发交流！
    COPY-PASTE FIX
    BitSoulStockSkill 是面向 OpenClaw 的 A股市场全能AI股票分析Skill，自带免费历史数据，内置100+行业主流因子，提供完整回测框架，并基于MOE架构实现股票筛选与买卖判断。欢迎安装试用，共同开发交流！
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    a-share, stock-analysis, quant-trading, backtesting, ai-agent, moe, openclaw-skill, financial-data, stock-screening, buy-sell-signals
  • mediumhomepage#3
    Add the homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://www.aicodingyard.com

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 BitSoulTech/BitSoulStockSkill
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Tushare
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Tushare · recommended 1×
  2. AkShare · recommended 1×
  3. baostock · recommended 1×
  4. Zipline · recommended 1×
  5. Backtrader · recommended 1×
  • CATEGORY QUERY
    What are good open-source Python tools for A-share historical data and backtesting frameworks?
    you: not recommended
    AI recommended (in order):
    1. Tushare
    2. AkShare
    3. baostock
    4. Zipline
    5. Backtrader
    6. PyAlgoTrade
    7. QuantStats

    AI recommended 7 alternatives but never named BitSoulTech/BitSoulStockSkill. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need an AI-powered platform for A-share stock screening, buy/sell signals, and market insights.
    you: not recommended
    AI recommended (in order):
    1. Wind
    2. iFinD
    3. Eastmoney Choice
    4. Tencent Weizhi
    5. Bloomberg Terminal

    AI recommended 5 alternatives but never named BitSoulTech/BitSoulStockSkill. 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 BitSoulTech/BitSoulStockSkill?
    pass
    AI named BitSoulTech/BitSoulStockSkill explicitly

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

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

    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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MARKDOWN (README)
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BitSoulTech/BitSoulStockSkill — 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