RRepoGEO

REPOGEO REPORT · LITE

AI4Finance-Foundation/FinRobot

Default branch master · commit 6a8161ff · scanned 6/21/2026, 3:41:44 AM

GitHub: 7,332 stars · 1,239 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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
  • highreadme#1
    Strengthen the README's opening value proposition

    Why:

    CURRENT
    FinRobot is an AI Agent platform tailored for financial applications, surpassing FinGPT's single-model approach. It unifies multiple AI technologies—including LLMs, reinforcement learning, and quantitative analytics—to power investment research automation, algorithmic trading strategies, and risk assessment, delivering a full-stack intelligent solution for the financial industry.
    COPY-PASTE FIX
    FinRobot is the leading **open-source AI Agent platform** specifically engineered for **financial analysis, investment research, and algorithmic trading**. It uniquely integrates Large Language Models (LLMs) with reinforcement learning and quantitative analytics to provide a full-stack intelligent solution for the financial industry.
  • mediumtopics#2
    Add more specific financial AI agent topics

    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-agent-platform, algorithmic-trading, investment-research
  • lowreadme#3
    Relocate badges and non-essential elements from the README's introduction

    Why:

    COPY-PASTE FIX
    Move all badges (e.g., PyPI, Discord, Python version) and any empty HTML divs to a 'Quick Links' or 'Project Status' section *after* the initial value proposition paragraph. Ensure the first paragraph immediately follows the H1 and clearly states the project's purpose without interruption.

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. AutoGPT · recommended 1×
  4. BabyAGI · recommended 1×
  5. OpenBB Terminal · recommended 1×
  • CATEGORY QUERY
    What open-source AI agent platforms are available for financial analysis using LLMs?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. AutoGPT
    4. BabyAGI
    5. OpenBB Terminal
    6. FinRL
    7. AgentVerse

    AI recommended 7 alternatives but never named AI4Finance-Foundation/FinRobot. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I automate investment research and algorithmic trading with an intelligent AI system?
    you: not recommended
    AI recommended (in order):
    1. QuantConnect (Lean Engine) (QuantConnect/Lean)
    2. Alpaca Markets
    3. Quantopian
    4. Interactive Brokers
    5. Kaggle
    6. Google Cloud Platform / Amazon Web Services
    7. OpenBB Terminal (OpenBB-finance/OpenBBTerminal)

    AI recommended 7 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

Drop this badge into the README of AI4Finance-Foundation/FinRobot. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/AI4Finance-Foundation/FinRobot.svg)](https://repogeo.com/en/r/AI4Finance-Foundation/FinRobot)
HTML
<a href="https://repogeo.com/en/r/AI4Finance-Foundation/FinRobot"><img src="https://repogeo.com/badge/AI4Finance-Foundation/FinRobot.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

AI4Finance-Foundation/FinRobot — 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