RRepoGEO

REPOGEO REPORT · LITE

guangxiangdebizi/FinanceMCP

Default branch main · commit ad52965c · scanned 6/16/2026, 2:12:06 AM

GitHub: 600 stars · 123 forks

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 guangxiangdebizi/FinanceMCP, 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
    Clarify project purpose and technology in README H1/opening paragraph

    Why:

    CURRENT
    # FinanceMCP (Synapse) - 专业金融数据MCP服务器 🚀 ... 基于MCP协议的专业金融数据服务器，集成Tushare API，为Claude等AI助手提供实时金融数据和技术指标分析。
    COPY-PASTE FIX
    # FinanceMCP (Synapse) - 专业金融数据MCP服务器 🚀

<div align="center">
  
[](https://smithery.ai/server/@guangxiangdebizi/FinanceMCP)

**FinanceMCP 是一个基于 Node.js 和 MCP 协议的专业金融数据服务器，通过集成 Tushare 和 Binance API，为 Claude 等大型语言模型 (LLMs) 和 AI 助手提供全面的实时金融数据访问能力，包括股票、基金、债券、宏观经济指标、稳定币、虚拟货币、财经新闻和国家统计局数据等。**
</div>
  • mediumabout#2
    Refine 'About' description for LLM data integration keywords

    Why:

    CURRENT
    这是一个金融领域相关的mcp,本项目通过集成 Tushare API 和 Binance API 为语言模型（如Claude）提供全面的实时金融数据访问能力，支持股票、基金、债券、宏观经济指标、稳定币、虚拟货币等多维度金融数据分析。其中也包含了金融数据查询、财经新闻查询、国家统计局数据查询等
    COPY-PASTE FIX
    FinanceMCP is a financial data MCP server integrating Tushare and Binance APIs to provide real-time stock, crypto, macroeconomic, news, and statistics data access for Language Models (e.g., Claude) and AI assistants.
  • mediumreadme#3
    Add a 'Target Audience/Use Cases' section to README

    Why:

    COPY-PASTE FIX
    ## 🎯 目标用户与应用场景

FinanceMCP 专为以下用户和场景设计：

- **大型语言模型 (LLMs) 开发者**: 为 Claude, GPT 等 AI 模型提供标准化、实时的金融数据接口。
- **AI 助手与 Agent 构建者**: 快速集成股票、加密货币、宏观经济、财经新闻等数据，赋能智能金融应用。
- **金融科技研究者**: 获取多维度金融数据，支持量化分析与模型训练。
- **FinNote 用户**: 作为 FinNote 智能金融文档系统的后端数据引擎。

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 guangxiangdebizi/FinanceMCP
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Alpha Vantage
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Alpha Vantage · recommended 2×
  2. Polygon.io · recommended 1×
  3. Twelve Data · recommended 1×
  4. CoinAPI · recommended 1×
  5. Quandl (now Nasdaq Data Link) · recommended 1×
  • CATEGORY QUERY
    How to integrate real-time stock, crypto, and macroeconomic data into my language model?
    you: not recommended
    AI recommended (in order):
    1. Polygon.io
    2. Alpha Vantage
    3. Twelve Data
    4. CoinAPI
    5. Quandl (now Nasdaq Data Link)
    6. Finnhub.io

    AI recommended 6 alternatives but never named guangxiangdebizi/FinanceMCP. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What services provide comprehensive financial data access, including news and statistics, for AI assistants?
    you: not recommended
    AI recommended (in order):
    1. Bloomberg Terminal
    2. Refinitiv Eikon / Workspace
    3. FactSet
    4. S&P Global Market Intelligence
    5. Nasdaq Data Link
    6. Alpha Vantage
    7. Tiingo

    AI recommended 7 alternatives but never named guangxiangdebizi/FinanceMCP. 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 guangxiangdebizi/FinanceMCP?
    pass
    AI named guangxiangdebizi/FinanceMCP explicitly

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

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