RRepoGEO

REPOGEO REPORT · LITE

parsaghaffari/browserbee

Default branch main · commit 97777660 · scanned 6/2/2026, 9:21:48 PM

GitHub: 977 stars · 79 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 parsaghaffari/browserbee, 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 specific topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai-assistant, browser-extension, llm, natural-language-processing, web-automation, generative-ai
  • highabout#2
    Refine the About description for precise AI categorization

    Why:

    CURRENT
    🐝 AI-powered browser assistant ("Cline for web browsing")
    COPY-PASTE FIX
    An experimental AI-powered browser assistant that enables natural language control and automation of web pages, exploring LLM agents directly within the browser.
  • mediumreadme#3
    Add a concise 'What is BrowserBee?' section to the README

    Why:

    CURRENT
    # BrowserBee 🐝
*Your in-browser AI assistant. Control the web with natural language.*

>**Important update (22/10/2025):** I (Parsa) have stopped working on BrowserBee...
    COPY-PASTE FIX
    # BrowserBee 🐝
*Your in-browser AI assistant. Control the web with natural language.*

## What is BrowserBee?
BrowserBee is an experimental AI-powered browser assistant designed to let you control and automate web pages using natural language commands, leveraging large language models directly within your browser.

>**Important update (22/10/2025):** I (Parsa) have stopped working on BrowserBee...

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 parsaghaffari/browserbee
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Axiom.ai
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Axiom.ai · recommended 1×
  2. Bardeen.ai · recommended 1×
  3. Magical · recommended 1×
  4. Zapier · recommended 1×
  5. Browserflow · recommended 1×
  • CATEGORY QUERY
    How can I automate web tasks using natural language commands directly in my browser?
    you: not recommended
    AI recommended (in order):
    1. Axiom.ai
    2. Bardeen.ai
    3. Magical
    4. Zapier
    5. Browserflow
    6. Voiceflow

    AI recommended 6 alternatives but never named parsaghaffari/browserbee. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best AI browser extensions for interacting with web pages using LLMs?
    you: not recommended
    AI recommended (in order):
    1. Monica
    2. ChatGPT for Google
    3. Sider
    4. WebChatGPT
    5. Perplexity AI
    6. Glasp
    7. Merlin AI

    AI recommended 7 alternatives but never named parsaghaffari/browserbee. 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 parsaghaffari/browserbee?
    pass
    AI named parsaghaffari/browserbee explicitly

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

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