RRepoGEO

REPOGEO REPORT · LITE

ServiceNow/BrowserGym

Default branch main · commit 9e779f08 · scanned 5/14/2026, 8:42:11 PM

GitHub: 1,218 stars · 170 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 ServiceNow/BrowserGym, 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 to clearly state purpose for AI agent training

    Why:

    CURRENT
    The README excerpt starts with a navigation bar and badges, followed by a warning, not a clear positioning statement for AI agent training.
    COPY-PASTE FIX
    Add the following as the very first content after the badges/nav bar in the README: "BrowserGym is an open-source Gymnasium environment designed for training, evaluating, and benchmarking AI agents, particularly those driven by reinforcement learning or large language models, on complex web browser interaction tasks. Unlike traditional web automation tools, BrowserGym provides a standardized, reproducible platform for cutting-edge web agent research."
  • mediumhomepage#2
    Add homepage URL to repository About section

    Why:

    COPY-PASTE FIX
    Add the official project homepage URL (e.g., a dedicated project website or a relevant page on ServiceNow's open-source portal) to the repository's 'About' section.
  • lowlicense#3
    Clarify existing license in README

    Why:

    COPY-PASTE FIX
    Add a section or sentence in the README, perhaps under a 'License' heading, stating: 'BrowserGym is released under the terms specified in the [LICENSE](LICENSE) file. Please refer to this file for full details on the applicable license(s).'

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 ServiceNow/BrowserGym
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 1×
  4. Cypress · recommended 1×
  5. Robot Framework with SeleniumLibrary · recommended 1×
  • CATEGORY QUERY
    How can I create and test AI agents for automating complex web browser interactions?
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. Selenium WebDriver
    3. Puppeteer
    4. Cypress
    5. Robot Framework with SeleniumLibrary
    6. Browserless
    7. Autify

    AI recommended 7 alternatives but never named ServiceNow/BrowserGym. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools exist for developing and evaluating large language model-driven web automation agents?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Playwright
    4. Selenium WebDriver
    5. AutoGPT / BabyAGI
    6. OpenAI API
    7. LangSmith

    AI recommended 7 alternatives but never named ServiceNow/BrowserGym. 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 ServiceNow/BrowserGym?
    pass
    AI named ServiceNow/BrowserGym explicitly

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

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

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

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ServiceNow/BrowserGym — 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