RRepoGEO

REPOGEO REPORT · LITE

investbrainapp/investbrain

Default branch main · commit a67717c2 · scanned 5/12/2026, 3:42:25 PM

GitHub: 840 stars · 59 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 investbrainapp/investbrain, 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 README's 'About' section with core differentiators

    Why:

    CURRENT
    Investbrain is a smart open-source investment tracker that helps you manage, track, and make informed decisions about your investments.
    COPY-PASTE FIX
    Investbrain is a smart, self-hostable, open-source investment tracker powered by agentic AI and LLM capabilities, designed to help you manage, track, and make informed decisions about your investments across different brokerages.
  • mediumtopics#2
    Expand topics to include LLM, AI, and brokerage integration

    Why:

    CURRENT
    portfolio, self-host, stocks
    COPY-PASTE FIX
    portfolio, self-host, stocks, llm, ai, investment-tracker, brokerage-integration
  • lowlicense#3
    Clarify the project's license in the README

    Why:

    COPY-PASTE FIX
    ## License

Investbrain is released under [describe your specific license(s) here, e.g., 'a custom license combining elements of X and Y', or 'the terms outlined in the LICENSE file']. Please refer to the `LICENSE` file for full details.

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 investbrainapp/investbrain
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Portfolio Performance
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Portfolio Performance · recommended 2×
  2. Personal Capital · recommended 1×
  3. Quicken Premier/Deluxe · recommended 1×
  4. Morningstar Portfolio Manager · recommended 1×
  5. Mint · recommended 1×
  • CATEGORY QUERY
    How to consolidate and monitor stock market performance across various brokerage accounts?
    you: not recommended
    AI recommended (in order):
    1. Personal Capital
    2. Quicken Premier/Deluxe
    3. Morningstar Portfolio Manager
    4. Mint
    5. Kubera
    6. Portfolio Performance

    AI recommended 6 alternatives but never named investbrainapp/investbrain. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Self-hostable open-source portfolio tracker with LLM capabilities for personal stock investments?
    you: not recommended
    AI recommended (in order):
    1. Quantsapp
    2. Llama 3
    3. Mixtral
    4. Hugging Face
    5. GnuCash
    6. Portfolio Performance
    7. OpenAI's GPT-4
    8. Anthropic's Claude 3
    9. Finary
    10. Python
    11. Jupyter Notebook
    12. Alpha Vantage
    13. Yahoo Finance
    14. yfinance
    15. transformers
    16. langchain

    AI recommended 16 alternatives but never named investbrainapp/investbrain. 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 investbrainapp/investbrain?
    pass
    AI named investbrainapp/investbrain explicitly

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

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