RRepoGEO

REPOGEO REPORT · LITE

browserbase/open-operator

Default branch main · commit 1f5ca454 · scanned 5/16/2026, 12:58:25 PM

GitHub: 1,942 stars · 328 forks

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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai-agent, web-automation, llm, browser-automation, stagehand, browserbase, proof-of-concept, template
  • highreadme#2
    Rephrase README opening to clarify its role as a historical example and pointer

    Why:

    CURRENT
    > **This repository is no longer actively maintained.** The source code has been moved to browserbase/gtm-demos. # Open Operator > [!WARNING] This is simply a proof of concept.
    COPY-PASTE FIX
    This repository, Open Operator, serves as a proof-of-concept and historical example for building web agents with Stagehand on Browserbase. While no longer actively maintained here, its source code and continued development have moved to browserbase/gtm-demos. We recommend exploring browserbase/gtm-demos for the latest.
  • mediumlicense#3
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root, for example, with the MIT License text.

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 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Playwright · recommended 1×
  2. Python · recommended 1×
  3. LangChain · recommended 1×
  4. Puppeteer · recommended 1×
  5. Node.js · recommended 1×
  • CATEGORY QUERY
    Looking for a starter kit to build custom AI-driven web automation agents.
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. Python
    3. LangChain
    4. Puppeteer
    5. Node.js
    6. LangChain.js
    7. Selenium
    8. CrewAI
    9. Autogen
    10. Browserless.io
    11. Robocorp
    12. Robot Framework
    13. Apify SDK

    AI recommended 13 alternatives but never named browserbase/open-operator. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help create intelligent agents for automating complex browser interactions?
    you: not recommended
    AI recommended (in order):
    1. Playwright (microsoft/playwright)
    2. Puppeteer (puppeteer/puppeteer)
    3. Selenium WebDriver (SeleniumHQ/selenium)
    4. Cypress (cypress-io/cypress)
    5. Robot Framework (robotframework/robotframework)
    6. BrowserStack Automate
    7. Sauce Labs

    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?

Embed your GEO score

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

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MARKDOWN (README)
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HTML
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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