RRepoGEO

REPOGEO REPORT · LITE

24mlight/A_Share_investment_Agent

Default branch main · commit 0d1f174d · scanned 5/15/2026, 1:57:41 PM

GitHub: 2,403 stars · 612 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_investment_Agent, 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 About description

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    An AI-powered multi-agent system for A-share stock market analysis and investment decision support, leveraging LLMs for deep insights and a debate mechanism for robust strategy.
  • highreadme#2
    Update README's main title and project overview

    Why:

    CURRENT
    # 🤖 AI 投资系统 🧠
...
## 项目概述
这是一个基于人工智能的投资系统概念验证项目。项目目标是探索如何使用 AI 来辅助投资决策，通过多 Agent 协同工作，结合大型语言模型 (LLM) 的分析能力，提供多角度的市场解读和投资建议。
    COPY-PASTE FIX
    Change the H1 to: # 🤖 A 股 AI 投资智能体系统 🧠 (A-share AI Investment Agent System). Then, replace the first paragraph of "项目概述" with: 这是一个专为 A 股市场设计的、基于人工智能的多智能体投资系统概念验证项目。它通过多 Agent 协同工作和大型语言模型 (LLM) 的深度分析，旨在辅助投资决策，提供多角度的市场解读和投资建议。

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_investment_Agent
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. LlamaIndex · recommended 2×
  3. OpenAI API · recommended 1×
  4. Azure OpenAI Service · recommended 1×
  5. Alpaca-Trade-API · recommended 1×
  • CATEGORY QUERY
    How to build an AI system for stock market analysis using multiple collaborating agents?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. OpenAI API
    4. Azure OpenAI Service
    5. Alpaca-Trade-API
    6. Pandas
    7. NumPy
    8. Scikit-learn
    9. Pinecone
    10. Weaviate
    11. Chroma

    AI recommended 11 alternatives but never named 24mlight/A_Share_investment_Agent. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are open-source tools for using large language models in investment decision support?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Hugging Face Transformers
    4. OpenAI's API
    5. FinGPT

    AI recommended 5 alternatives but never named 24mlight/A_Share_investment_Agent. 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_investment_Agent?
    pass
    AI named 24mlight/A_Share_investment_Agent 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_investment_Agent in production, what risks or prerequisites should they evaluate first?
    pass
    AI named 24mlight/A_Share_investment_Agent 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_investment_Agent solve, and who is the primary audience?
    pass
    AI did not name 24mlight/A_Share_investment_Agent — 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_investment_Agent — 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