RRepoGEO

REPOGEO REPORT · LITE

virattt/ai-financial-agent

Default branch main · commit 836d30b2 · scanned 5/28/2026, 2:17:32 PM

GitHub: 1,975 stars · 398 forks

AI VISIBILITY SCORE
22 /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
1 / 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 virattt/ai-financial-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
  • highreadme#1
    Reposition the README's opening paragraph to clarify project type

    Why:

    CURRENT
    This is a proof of conncept AI financial agent. The goal of this project is to explore the use of AI for investment research. This project is for **educational** purposes only and is not intended for real trading or investment.
    COPY-PASTE FIX
    This open-source project demonstrates an LLM-powered AI financial agent for investment research. It serves as a proof-of-concept and framework for exploring advanced AI applications in finance, designed for developers and researchers.
  • mediumabout#2
    Update the repository description for clarity

    Why:

    CURRENT
    A financial agent for investment research
    COPY-PASTE FIX
    An open-source, LLM-powered AI financial agent for automated investment research and stock analysis.

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 virattt/ai-financial-agent
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. S&P Capital IQ Pro · recommended 1×
  3. FactSet · recommended 1×
  4. AlphaSense · recommended 1×
  5. TrendSpider · recommended 1×
  • CATEGORY QUERY
    What AI tools can help with investment research and stock analysis?
    you: not recommended
    AI recommended (in order):
    1. Bloomberg Terminal
    2. S&P Capital IQ Pro
    3. FactSet
    4. AlphaSense
    5. TrendSpider
    6. Koyfin
    7. YCharts

    AI recommended 7 alternatives but never named virattt/ai-financial-agent. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an open-source AI assistant for financial market data exploration.
    you: not recommended
    AI recommended (in order):
    1. QuantConnect (Lean) (QuantConnect/Lean)
    2. OpenBB Terminal (OpenBB-finance/OpenBBTerminal)
    3. Zipline (quantopian/zipline)
    4. Catalyst (enigmampc/catalyst)
    5. FinRL (Financial Reinforcement Learning) (AI4Finance-LLC/FinRL)

    AI recommended 5 alternatives but never named virattt/ai-financial-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
    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 virattt/ai-financial-agent?
    pass
    AI named virattt/ai-financial-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 virattt/ai-financial-agent in production, what risks or prerequisites should they evaluate first?
    pass
    AI did not name virattt/ai-financial-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?

  • In one sentence, what problem does the repo virattt/ai-financial-agent solve, and who is the primary audience?
    pass
    AI did not name virattt/ai-financial-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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virattt/ai-financial-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