RRepoGEO

REPOGEO REPORT · LITE

magnitudedev/browser-agent

Default branch main · commit f1b587c4 · scanned 6/18/2026, 1:12:20 PM

GitHub: 4,081 stars · 228 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
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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition the README's opening statement to clarify core functionality

    Why:

    CURRENT
    Magnitude uses vision AI to enable you to control your browser with natural language.
    COPY-PASTE FIX
    Magnitude is an open-source, vision-first browser agent that empowers you to control any web interface using natural language. It's designed for automating complex web tasks, integrating applications without APIs, extracting structured data, and robust web testing.
  • mediumtopics#2
    Refine topics to include specific keywords for 'agent' and 'vision AI'

    Why:

    CURRENT
    ai, automation, browser, framework, javascipt, playwright, rpa, selenium, test, typescript
    COPY-PASTE FIX
    ai, automation, browser, agent, llm, natural-language, vision-ai, web-automation, playwright, rpa, test, typescript

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 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Playwright · recommended 2×
  2. Axiom.ai · recommended 1×
  3. Zapier · recommended 1×
  4. OpenAI's GPT-3/4 · recommended 1×
  5. Browserflow · recommended 1×
  • CATEGORY QUERY
    How to automate web tasks using AI and natural language commands?
    you: not recommended
    AI recommended (in order):
    1. Axiom.ai
    2. Zapier
    3. OpenAI's GPT-3/4
    4. Browserflow
    5. Playwright
    6. Puppeteer
    7. OpenAI's GPT-4
    8. Google's Gemini Pro
    9. Voiceflow
    10. Robocorp

    AI recommended 10 alternatives but never named magnitudedev/browser-agent. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool for vision-based browser automation and testing without explicit selectors?
    you: not recommended
    AI recommended (in order):
    1. Applitools Eyes
    2. TestProject.io
    3. Robot Framework
    4. ImageRecognition library
    5. OpenCV
    6. SikuliX
    7. Playwright

    AI recommended 7 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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magnitudedev/browser-agent — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
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magnitudedev/browser-agent — RepoGEO report