RRepoGEO

REPOGEO REPORT · LITE

browserbase/open-operator

Default branch main · commit 1f5ca454 · scanned 6/27/2026, 9:53:00 AM

GitHub: 1,947 stars · 326 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)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
35 /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
3 / 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 browserbase/open-operator, 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 repository's status and redirection in the README

    Why:

    CURRENT
    > **This repository is no longer actively maintained.** The source code has been moved to browserbase/gtm-demos.
    COPY-PASTE FIX
    This repository serves as a historical reference for Open Operator. Its active development and source code have moved to [browserbase/gtm-demos](https://github.com/browserbase/gtm-demos), which is the recommended starting point for new projects.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    web-agent, browser-automation, ai, llm, stagehand, browserbase, web-scraping, template, proof-of-concept
  • mediumlicense#3
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Add a `LICENSE` file to the repository root with the text of the MIT License.

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 browserbase/open-operator
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. Cypress · recommended 2×
  5. Beautiful Soup · recommended 2×
  • CATEGORY QUERY
    How can I build my own custom web agent for browser automation tasks?
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. Selenium WebDriver
    3. Puppeteer
    4. Cypress
    5. Beautiful Soup
    6. Scrapy

    AI recommended 6 alternatives but never named browserbase/open-operator. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What frameworks help develop AI-powered web scraping or browser automation tools?
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. Selenium WebDriver
    3. Puppeteer
    4. Scrapy
    5. Beautiful Soup
    6. requests
    7. Cypress

    AI recommended 7 alternatives but never named browserbase/open-operator. 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 browserbase/open-operator?
    pass
    AI named browserbase/open-operator explicitly

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

  • If a team adopts browserbase/open-operator in production, what risks or prerequisites should they evaluate first?
    pass
    AI named browserbase/open-operator 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 browserbase/open-operator solve, and who is the primary audience?
    pass
    AI named browserbase/open-operator explicitly

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

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browserbase/open-operator — 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