RRepoGEO

REPOGEO REPORT · LITE

magnitudedev/browser-agent

Default branch main · commit f1b587c4 · scanned 5/8/2026, 8:47:26 PM

GitHub: 4,035 stars · 227 forks

AI VISIBILITY SCORE
33 /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
2 / 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 magnitudedev/browser-agent, 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
    Clarify core differentiator and correct AI's miscategorization in README intro

    Why:

    CURRENT
    Magnitude uses vision AI to enable you to control your browser with natural language.
    COPY-PASTE FIX
    Magnitude is a state-of-the-art, vision-first browser agent that enables you to control any web interface with natural language. Unlike traditional browser automation tools (e.g., Playwright, Puppeteer, Selenium) or browser extensions, Magnitude understands and interacts with the web like a human, making it ideal for complex, AI-driven automation.
  • mediumtopics#2
    Refine topics to emphasize vision AI and natural language

    Why:

    CURRENT
    ai, automation, browser, framework, javascipt, playwright, rpa, selenium, test, typescript
    COPY-PASTE FIX
    ai, automation, browser, vision-ai, natural-language-processing, browser-agent, web-automation, intelligent-automation, typescript
  • mediumreadme#3
    Add a 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    ## Comparison

Magnitude stands apart from traditional browser automation tools (like Playwright, Puppeteer, or Selenium) by leveraging vision AI and natural language processing to understand and interact with web interfaces. Instead of relying on explicit DOM selectors, Magnitude perceives and acts on the screen like a human, enabling more robust and adaptable automation. Unlike general vision models (e.g., GPT-4V, Gemini Pro Vision), Magnitude is a complete, end-to-end browser agent designed for autonomous web interaction, planning, and execution.

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 magnitudedev/browser-agent
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Playwright
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Playwright · recommended 1×
  2. OpenAI GPT-4V · recommended 1×
  3. Google Gemini Pro Vision · recommended 1×
  4. Browserflow.ai · recommended 1×
  5. Robocorp · recommended 1×
  • CATEGORY QUERY
    How to automate complex browser interactions using natural language and vision AI?
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. OpenAI GPT-4V
    3. Google Gemini Pro Vision
    4. Browserflow.ai
    5. Robocorp
    6. Google Cloud Vision API
    7. spaCy
    8. NLTK
    9. UiPath Studio
    10. Selenium
    11. OpenCV
    12. Tesseract OCR
    13. Appian RPA

    AI recommended 13 alternatives but never named magnitudedev/browser-agent. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good open-source tools for AI-driven web automation and visual testing?
    you: not recommended
    AI recommended (in order):
    1. Playwright (microsoft/playwright)
    2. pixelmatch (mapbox/pixelmatch)
    3. jest-image-snapshot (americanexpress/jest-image-snapshot)
    4. Cypress (cypress-io/cypress)
    5. cypress-image-snapshot (jaredpalmer/cypress-image-snapshot)
    6. Puppeteer (puppeteer/puppeteer)
    7. Selenium (SeleniumHQ/selenium)
    8. Applitools Eyes SDK
    9. Galen Framework (galenframework/galen)
    10. BackstopJS (garris/BackstopJS)

    AI recommended 10 alternatives but never named magnitudedev/browser-agent. 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 magnitudedev/browser-agent?
    pass
    AI did not name magnitudedev/browser-agent — likely talking about a different project

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
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