RRepoGEO

REPOGEO REPORT · LITE

oxylabs/browser-agent-py

Default branch main · commit 2d6454ca · scanned 5/9/2026, 6:02:36 AM

GitHub: 1,159 stars · 1 forks

AI VISIBILITY SCORE
28 /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
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 oxylabs/browser-agent-py, 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 the README's opening paragraph to emphasize natural language AI automation

    Why:

    CURRENT
    **Browser Agent** is an AI browser automation tool from **Oxylabs AI Studio**. It simulates real user browsing by executing multi-step actions like clicking links, filling forms, scrolling, capturing screenshots, and then extracting structured data – all controlled through natural language prompts.
    COPY-PASTE FIX
    **Browser Agent** is the official Python client for the **Oxylabs AI Browser Agent**, an advanced AI tool that automates complex web browsing tasks using natural language instructions. It enables developers to control a browser with plain English prompts, performing multi-step actions like clicking, typing, and structured data extraction, offering a powerful, AI-driven alternative to traditional automation frameworks like Selenium or Puppeteer.
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected)
    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root with the chosen open-source license text (e.g., MIT, Apache-2.0, GPL-3.0).
  • mediumtopics#3
    Expand and refine repository topics for better categorization

    Why:

    CURRENT
    ai-agent, ai-agents, ai-browser, ai-studio, browser-agent, browser-ai, browser-automation, browser-automation-studio
    COPY-PASTE FIX
    ai-agent, ai-agents, ai-browser, browser-agent, browser-automation, natural-language-processing, nlp, web-automation, web-scraping, python-library, headless-browser, llm-agent

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 oxylabs/browser-agent-py
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. Robocorp · recommended 2×
  3. Axiom.ai · recommended 1×
  4. Browserflow · recommended 1×
  5. OpenAI's GPT-4 · recommended 1×
  • CATEGORY QUERY
    How can I automate web browsing actions using natural language prompts?
    you: not recommended
    AI recommended (in order):
    1. Axiom.ai
    2. Browserflow
    3. Playwright
    4. OpenAI's GPT-4
    5. LLaMA 3
    6. Puppeteer
    7. Voiceflow
    8. Zapier
    9. Robocorp

    AI recommended 9 alternatives but never named oxylabs/browser-agent-py. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an AI-driven alternative to Selenium or Puppeteer for complex web automation.
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. LangChain
    3. OpenAI API
    4. Browserless.io
    5. Robocorp
    6. Robot Framework
    7. Autobots.ai
    8. UiPath
    9. AI Fabric
    10. Microsoft Power Automate
    11. AI Builder

    AI recommended 11 alternatives but never named oxylabs/browser-agent-py. 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 oxylabs/browser-agent-py?
    pass
    AI did not name oxylabs/browser-agent-py — 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 oxylabs/browser-agent-py in production, what risks or prerequisites should they evaluate first?
    pass
    AI named oxylabs/browser-agent-py 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 oxylabs/browser-agent-py solve, and who is the primary audience?
    pass
    AI named oxylabs/browser-agent-py 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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