RRepoGEO

REPOGEO REPORT · LITE

yorkeccak/finance

Default branch main · commit 59d21dec · scanned 5/31/2026, 6:32:42 PM

GitHub: 856 stars · 112 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 yorkeccak/finance, 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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai-assistant, financial-analysis, institutional-finance, large-language-models, llm-agent, open-source-ai, market-data, sec-filings, quant-finance
  • highreadme#2
    Reposition the README H1 to specify category

    Why:

    CURRENT
    # Finance.
    COPY-PASTE FIX
    # Finance.ai: The Open-Source Institutional Financial AI Assistant
  • mediumreadme#3
    Replace the introductory blockquote with a direct statement of identity

    Why:

    CURRENT
    > **We put bloomberg-grade data behind a chat interface and open-sourced itAccess institutional-grade financial data, run complex financial analyses with code execution, and create stunning visualizations through natural language. The backend? 1 search API.
    COPY-PASTE FIX
    Finance.ai is the world's most powerful open-source financial AI assistant. It provides institutional-grade financial data, enables complex analyses with code execution, and creates stunning visualizations, all through natural conversation.

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 yorkeccak/finance
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Bloomberg Terminal
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Bloomberg Terminal · recommended 1×
  2. Refinitiv Eikon · recommended 1×
  3. Python · recommended 1×
  4. Hugging Face Transformers · recommended 1×
  5. PyTorch · recommended 1×
  • CATEGORY QUERY
    How can I build an AI assistant for financial analysis with institutional-grade data?
    you: not recommended
    AI recommended (in order):
    1. Bloomberg Terminal
    2. Refinitiv Eikon
    3. Python
    4. Hugging Face Transformers
    5. PyTorch
    6. TensorFlow
    7. pandas
    8. scikit-learn
    9. Streamlit
    10. Dash

    AI recommended 10 alternatives but never named yorkeccak/finance. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source tools provide real-time financial market data for AI agents?
    you: not recommended
    AI recommended (in order):
    1. QuantConnect (Lean)
    2. Alpaca-py
    3. ccxt
    4. yfinance
    5. finnhub-python
    6. OpenBB Terminal

    AI recommended 6 alternatives but never named yorkeccak/finance. 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 yorkeccak/finance?
    pass
    AI named yorkeccak/finance explicitly

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

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

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

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yorkeccak/finance — 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