RRepoGEO

REPOGEO REPORT · LITE

ntegrals/openbrowser

Default branch master · commit 067fc45d · scanned 7/1/2026, 4:57:55 AM

GitHub: 9,478 stars · 866 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 opening to clarify AI agent purpose

    Why:

    CURRENT
    <p align="center"><b>AI-powered autonomous web browsing framework for TypeScript.</b></p>
    COPY-PASTE FIX
    <p align="center"><b>Open Browser: The autonomous web browsing framework for AI agents in TypeScript.</b></p><p align="center"><i>Empower your AI to click, type, navigate, and extract data on any website.</i></p>
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/ntegrals/openbrowser#readme
  • mediumcomparison#3
    Add a comparison section to the README

    Why:

    COPY-PASTE FIX
    ## Comparison

Open Browser stands out from other AI agent frameworks like AutoGPT and BabyAGI by focusing on a robust, production-ready web browsing toolkit built on Playwright. While projects like AutoGPT provide full agent orchestration, Open Browser offers the foundational, reliable browser interaction layer that these agents need to operate effectively on any website.

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. AutoGPT · recommended 1×
  5. BabyAGI · recommended 1×
  • CATEGORY QUERY
    Need a library for AI agents to autonomously navigate and complete tasks on web pages.
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. Selenium WebDriver
    3. Puppeteer
    4. AutoGPT
    5. BabyAGI
    6. AgentGPT
    7. LangChain
    8. Beautiful Soup
    9. Requests

    AI recommended 9 alternatives but never named ntegrals/openbrowser. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Framework to build AI agents that can interact with websites using browser automation.
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. Puppeteer
    3. Selenium WebDriver
    4. Browserless
    5. Automa
    6. Robocorp

    AI recommended 6 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?

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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