RRepoGEO

REPOGEO REPORT · LITE

mshumer/gpt-investor

Default branch main · commit 316c7095 · scanned 5/10/2026, 12:37:46 AM

GitHub: 2,258 stars · 278 forks

AI VISIBILITY SCORE
30 /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
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 mshumer/gpt-investor, 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
  • highabout#1
    Add a concise repository description

    Why:

    COPY-PASTE FIX
    An experimental investment analysis agent utilizing large language models (Claude 3 Opus/Haiku) to provide comprehensive stock insights, recommendations, and comparative analyses.
  • hightopics#2
    Add relevant repository topics

    Why:

    COPY-PASTE FIX
    llm-agent, investment-analysis, stock-market, financial-ai, claude-3, generative-ai, python
  • mediumreadme#3
    Refine the README's opening statement

    Why:

    CURRENT
    # gpt-investor

[](https://twitter.com/mattshumer_)
# Claude-Investor | The first release in the gpt-investor repo

Claude-Investor is an experimental investment analysis agent that utilizes the Claude 3 Opus and Haiku models to provide comprehensive insights and recommendations for stocks in a given industry.
    COPY-PASTE FIX
    # gpt-investor

An experimental repository for LLM-powered investment analysis agents. This repo currently features Claude-Investor, an agent that utilizes the Claude 3 Opus and Haiku models to provide comprehensive insights and recommendations for stocks in a given industry.

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 mshumer/gpt-investor
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. TradingView · recommended 1×
  3. Pine Script · recommended 1×
  4. QuantConnect · recommended 1×
  5. Lean Engine · recommended 1×
  • CATEGORY QUERY
    How can I automate comprehensive stock market analysis and generate investment recommendations?
    you: not recommended
    AI recommended (in order):
    1. TradingView
    2. Pine Script
    3. QuantConnect
    4. Lean Engine
    5. Python
    6. yfinance
    7. alpha_vantage
    8. pandas
    9. numpy
    10. scikit-learn
    11. matplotlib
    12. seaborn
    13. R
    14. quantmod
    15. TTR
    16. xts
    17. forecast
    18. MetaTrader 5
    19. MQL5
    20. Alpaca API
    21. Google Sheets
    22. Microsoft Excel
    23. Alpha Vantage
    24. Finnhub
    25. Apps Script
    26. Power Query
    27. VBA

    AI recommended 27 alternatives but never named mshumer/gpt-investor. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best tools for AI-driven financial data analysis and stock comparison?
    you: not recommended
    AI recommended (in order):
    1. Quandl
    2. Alpha Vantage
    3. Bloomberg Terminal
    4. Refinitiv Eikon
    5. FactSet
    6. YCharts
    7. Tiingo

    AI recommended 7 alternatives but never named mshumer/gpt-investor. 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 mshumer/gpt-investor?
    pass
    AI named mshumer/gpt-investor explicitly

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

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

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

Embed your GEO score

Drop this badge into the README of mshumer/gpt-investor. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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mshumer/gpt-investor — 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