RRepoGEO

REPOGEO REPORT · LITE

ntegrals/openbrowser

Default branch master · commit 067fc45d · scanned 5/19/2026, 7:23:03 PM

GitHub: 9,449 stars · 863 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
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 ntegrals/openbrowser, 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 to specify category and remove redundant subtitle

    Why:

    CURRENT
    <h1 align="center">Open Browser</h1>

<p align="center">
  <b>AI-powered autonomous web browsing framework for TypeScript.</b>
</p>
    COPY-PASTE FIX
    <h1 align="center">Open Browser: Autonomous Web Browsing Framework for AI Agents</h1>
  • mediumhomepage#2
    Add homepage URL to About section

    Why:

    COPY-PASTE FIX
    https://github.com/ntegrals/openbrowser
  • lowtopics#3
    Expand topics to reinforce AI agent focus

    Why:

    CURRENT
    ai-agents, automation, claude, playwright, puppeteer, sandbox
    COPY-PASTE FIX
    ai-agents, automation, claude, playwright, puppeteer, sandbox, llm-agents, autonomous-agents, web-automation-for-ai

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 ntegrals/openbrowser
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. Selenium WebDriver · recommended 2×
  3. Puppeteer · recommended 2×
  4. Beautiful Soup · recommended 2×
  5. requests · recommended 2×
  • CATEGORY QUERY
    How can I programmatically automate web browsing for AI agents to complete tasks?
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. Selenium WebDriver
    3. Puppeteer
    4. Beautiful Soup
    5. requests
    6. Scrapy
    7. Browserless

    AI recommended 7 alternatives but never named ntegrals/openbrowser. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What framework allows AI models to autonomously interact with web pages and extract data?
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. Puppeteer
    3. Selenium WebDriver
    4. Beautiful Soup
    5. requests
    6. Scrapy
    7. Apify SDK

    AI recommended 7 alternatives but never named ntegrals/openbrowser. 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 ntegrals/openbrowser?
    pass
    AI did not name ntegrals/openbrowser — 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 ntegrals/openbrowser in production, what risks or prerequisites should they evaluate first?
    pass
    AI named ntegrals/openbrowser 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 ntegrals/openbrowser solve, and who is the primary audience?
    pass
    AI named ntegrals/openbrowser explicitly

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

Embed your GEO score

Drop this badge into the README of ntegrals/openbrowser. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/ntegrals/openbrowser.svg)](https://repogeo.com/en/r/ntegrals/openbrowser)
HTML
<a href="https://repogeo.com/en/r/ntegrals/openbrowser"><img src="https://repogeo.com/badge/ntegrals/openbrowser.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

ntegrals/openbrowser — 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