RRepoGEO

REPOGEO REPORT · LITE

AI4Finance-Foundation/FinRobot

Default branch master · commit 6a8161ff · scanned 5/11/2026, 1:32:14 AM

GitHub: 6,907 stars · 1,168 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 AI4Finance-Foundation/FinRobot, 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
    Update project description to emphasize multi-modal financial AI agent capabilities

    Why:

    CURRENT
    FinRobot: An Open-Source AI Agent Platform for Financial Analysis using LLMs 🚀 🚀 🚀
    COPY-PASTE FIX
    FinRobot: An Open-Source, Multi-modal AI Agent Platform for Financial Analysis using LLMs, powering investment research, trading, and risk models. 🚀
  • hightopics#2
    Add more specific topics to improve categorization

    Why:

    CURRENT
    aiagent, chatgpt, finance, fingpt, large-language-models, multimodal-deep-learning, prompt-engineering, robo-advisor
    COPY-PASTE FIX
    aiagent, chatgpt, finance, fingpt, large-language-models, multimodal-deep-learning, prompt-engineering, robo-advisor, financial-ai-agent, llm-for-finance, multi-modal-finance
  • mediumreadme#3
    Add a clear, direct link to the FinRobot whitepaper in the README

    Why:

    CURRENT
    Whitepaper of FinRobot
[](https://discord.gg/trsr8SXpW5)
    COPY-PASTE FIX
    ## Whitepaper
Read the FinRobot Whitepaper here: [Insert direct link to FinRobot Whitepaper]

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 AI4Finance-Foundation/FinRobot
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. LlamaIndex · recommended 1×
  3. Haystack · recommended 1×
  4. AutoGPT · recommended 1×
  5. OpenAI's Function Calling · recommended 1×
  • CATEGORY QUERY
    What open-source AI agent platforms are available for automating financial analysis tasks?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. AutoGPT
    5. OpenAI's Function Calling

    AI recommended 5 alternatives but never named AI4Finance-Foundation/FinRobot. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a multi-modal AI platform to build advanced financial trading and risk models.
    you: not recommended
    AI recommended (in order):
    1. Google Cloud AI Platform (with Vertex AI)
    2. Amazon SageMaker
    3. Microsoft Azure Machine Learning
    4. H2O.ai
    5. H2O Driverless AI
    6. H2O-3
    7. DataRobot
    8. Domino Data Lab

    AI recommended 8 alternatives but never named AI4Finance-Foundation/FinRobot. 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 AI4Finance-Foundation/FinRobot?
    pass
    AI named AI4Finance-Foundation/FinRobot explicitly

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

  • If a team adopts AI4Finance-Foundation/FinRobot in production, what risks or prerequisites should they evaluate first?
    pass
    AI named AI4Finance-Foundation/FinRobot 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 AI4Finance-Foundation/FinRobot solve, and who is the primary audience?
    pass
    AI named AI4Finance-Foundation/FinRobot 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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  • Brand-free category queries5 vs 2 in Lite
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