RRepoGEO

REPOGEO REPORT · LITE

24mlight/a-share-mcp-is-just-i-need

Default branch main · commit 4a2d4b73 · scanned 5/28/2026, 11:48:02 AM

GitHub: 646 stars · 110 forks

AI VISIBILITY SCORE
23 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 fail
Objective metadata checks
AI knows your name
2 / 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 24mlight/a-share-mcp-is-just-i-need, 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
  • highabout#1
    Add a concise English description to the About section

    Why:

    COPY-PASTE FIX
    An MCP (Model Context Protocol) server providing comprehensive A-share stock market data, including basic info, historical K-lines, financial reports, and macroeconomic data, designed for AI agents and programmatic analysis.
  • mediumreadme#2
    Add a clear English summary of the project's purpose at the top of the README

    Why:

    CURRENT
    </div>
A股mcp。

本项目是一个基于专注于 A 股市场的 MCP 服务器，它提供股票基本信息、历史 K 线数据、财务指标、宏观经济数据等多种查询功能，理论上来说，可以回答有关 A 股市场的任何问题，无论是针对大盘还是特定股票。
    COPY-PASTE FIX
    </div>
This project is an MCP (Model Context Protocol) server focused on the A-share market, offering comprehensive data queries for stock basic information, historical K-line data, financial indicators, and macroeconomic data, designed to answer any A-share related questions for AI agents.

A股mcp。

本项目是一个基于专注于 A 股市场的 MCP 服务器，它提供股票基本信息、历史 K 线数据、财务指标、宏观经济数据等多种查询功能，理论上来说，可以回答有关 A 股市场的任何问题，无论是针对大盘还是特定股票。

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 24mlight/a-share-mcp-is-just-i-need
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Tushare (Pro)
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Tushare (Pro) · recommended 1×
  2. BaoStock (Baostock) · recommended 1×
  3. Wind Financial Terminal (API) · recommended 1×
  4. Eastmoney (东方财富) · recommended 1×
  5. Akshare · recommended 1×
  • CATEGORY QUERY
    How to access A-share stock market data programmatically for analysis?
    you: not recommended
    AI recommended (in order):
    1. Tushare (Pro)
    2. BaoStock (Baostock)
    3. Wind Financial Terminal (API)
    4. Eastmoney (东方财富)
    5. Akshare
    6. Sina Finance (新浪财经)
    7. JoinQuant (掘金量化)
    8. Ricequant (米筐量化)

    AI recommended 8 alternatives but never named 24mlight/a-share-mcp-is-just-i-need. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a comprehensive data source for Chinese stock market analysis for an AI agent.
    you: not recommended
    AI recommended (in order):
    1. Wind Financial Terminal
    2. Tushare
    3. Refinitiv Eikon / Workspace
    4. Bloomberg Terminal
    5. East Money Choice Data
    6. Quandl (Nasdaq Data Link)

    AI recommended 6 alternatives but never named 24mlight/a-share-mcp-is-just-i-need. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 24mlight/a-share-mcp-is-just-i-need?
    pass
    AI named 24mlight/a-share-mcp-is-just-i-need explicitly

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

  • If a team adopts 24mlight/a-share-mcp-is-just-i-need in production, what risks or prerequisites should they evaluate first?
    pass
    AI named 24mlight/a-share-mcp-is-just-i-need 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 24mlight/a-share-mcp-is-just-i-need solve, and who is the primary audience?
    pass
    AI did not name 24mlight/a-share-mcp-is-just-i-need — 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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24mlight/a-share-mcp-is-just-i-need — 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
24mlight/a-share-mcp-is-just-i-need — RepoGEO report