RRepoGEO

REPOGEO REPORT · LITE

luyu0279/BrainyAI

Default branch main · commit 48c0aa57 · scanned 6/12/2026, 2:07:36 AM

GitHub: 528 stars · 123 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 luyu0279/BrainyAI, 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
    browser-extension, chrome-extension, ai-assistant, sidebar, llm, gpt, free-ai-tool, web-summarizer, ai-search, productivity
  • highreadme#2
    Add a concise, unformatted introductory sentence at the very top of the README

    Why:

    CURRENT
    The README currently starts with `<div align="center">`.
    COPY-PASTE FIX
    BrainyAI is a free and open-source browser sidebar plugin for integrating AI models into your workflow.

<div align="center">
  • mediumcomparison#3
    Create a dedicated 'Comparison' section in the README

    Why:

    COPY-PASTE FIX
    ## Comparison with Alternatives

Unlike proprietary solutions such as Sider, Monica, Merlin, or MaxAI, BrainyAI is completely free and open-source. It offers similar powerful AI integration—including AI chat aggregation, AI search, and web summarization with models like GPT-4o, Claude, and Gemini—without any subscription costs or hidden fees.

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 luyu0279/BrainyAI
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Monica - Your AI Copilot
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Monica - Your AI Copilot · recommended 1×
  2. ChatGPT for Google · recommended 1×
  3. Merlin - ChatGPT AI Copilot · recommended 1×
  4. Sider: ChatGPT Sidebar + Vision · recommended 1×
  5. Perplexity AI · recommended 1×
  • CATEGORY QUERY
    Looking for a free browser extension to integrate various AI models into my workflow?
    you: not recommended
    AI recommended (in order):
    1. Monica - Your AI Copilot
    2. ChatGPT for Google
    3. Merlin - ChatGPT AI Copilot
    4. Sider: ChatGPT Sidebar + Vision
    5. Perplexity AI
    6. WebChatGPT
    7. Bardeen AI

    AI recommended 7 alternatives but never named luyu0279/BrainyAI. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need an open-source sidebar AI tool for summarizing web pages and interacting with content?
    you: not recommended
    AI recommended (in order):
    1. Monica
    2. Sider
    3. ChatGPT for Google (by Google)
    4. WebPilot
    5. Perplexity AI (Extension)
    6. Glasp

    AI recommended 6 alternatives but never named luyu0279/BrainyAI. 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 luyu0279/BrainyAI?
    pass
    AI named luyu0279/BrainyAI explicitly

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

  • If a team adopts luyu0279/BrainyAI in production, what risks or prerequisites should they evaluate first?
    pass
    AI named luyu0279/BrainyAI 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 luyu0279/BrainyAI solve, and who is the primary audience?
    pass
    AI named luyu0279/BrainyAI explicitly

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

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luyu0279/BrainyAI — 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