RRepoGEO

REPOGEO REPORT · LITE

BuilderIO/gpt-assistant

Default branch main · commit fbec027b · scanned 6/1/2026, 5:22:51 PM

GitHub: 518 stars · 62 forks

AI VISIBILITY SCORE
23 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 BuilderIO/gpt-assistant, 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
    Reposition README H1 and opening paragraph to emphasize autonomous AI agent

    Why:

    CURRENT
    # GPT Assistant

An experiment to give an autonomous GPT agent access to a browser and have it accomplish tasks.

Built with Qwik and Puppeteer.
    COPY-PASTE FIX
    # GPT Assistant: Autonomous AI Agent for Browser Task Automation

This repository showcases an experimental autonomous GPT agent designed to interact with web browsers and accomplish complex tasks, leveraging Qwik for the frontend and Puppeteer for browser control. Unlike generic browser automation tools, this project focuses on the AI's decision-making and task execution capabilities within a web environment.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    ai-agent, autonomous-ai, gpt, browser-automation, puppeteer, qwik, web-scraping, task-automation
  • highlicense#3
    Add a LICENSE file to clarify usage rights

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a LICENSE file (e.g., MIT, Apache-2.0) in the repository root to clearly define usage rights.

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 BuilderIO/gpt-assistant
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
microsoft/playwright
Recommended in 3 of 2 queries
COMPETITOR LEADERBOARD
  1. microsoft/playwright · recommended 3×
  2. SeleniumHQ/selenium · recommended 2×
  3. puppeteer/puppeteer · recommended 2×
  4. Browserless · recommended 1×
  5. automaapp/automa · recommended 1×
  • CATEGORY QUERY
    How can I automate web browsing tasks using an AI agent?
    you: not recommended
    AI recommended (in order):
    1. Playwright (microsoft/playwright)
    2. Selenium WebDriver (SeleniumHQ/selenium)
    3. Puppeteer (puppeteer/puppeteer)
    4. Browserless
    5. Automa (automaapp/automa)
    6. Robocorp
    7. Microsoft Playwright Test (microsoft/playwright)

    AI recommended 7 alternatives but never named BuilderIO/gpt-assistant. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools allow AI agents to interact with web pages programmatically?
    you: not recommended
    AI recommended (in order):
    1. Playwright (microsoft/playwright)
    2. Selenium WebDriver (SeleniumHQ/selenium)
    3. Puppeteer (puppeteer/puppeteer)
    4. Beautiful Soup (crummy/BeautifulSoup)
    5. Requests (psf/requests)
    6. Scrapy (scrapy/scrapy)
    7. Splash (scrapinghub/splash)
    8. Cypress (cypress-io/cypress)

    AI recommended 8 alternatives but never named BuilderIO/gpt-assistant. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 BuilderIO/gpt-assistant?
    pass
    AI did not name BuilderIO/gpt-assistant — 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 BuilderIO/gpt-assistant in production, what risks or prerequisites should they evaluate first?
    pass
    AI named BuilderIO/gpt-assistant 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 BuilderIO/gpt-assistant solve, and who is the primary audience?
    pass
    AI named BuilderIO/gpt-assistant explicitly

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

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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite