RRepoGEO

REPOGEO REPORT · LITE

e2b-dev/surf

Default branch main · commit e7fa1287 · scanned 6/11/2026, 12:03:12 AM

GitHub: 808 stars · 138 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
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 e2b-dev/surf, 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's opening sentence to clarify its core offering

    Why:

    CURRENT
    A Next.js application that allows AI to interact with a virtual desktop environment.
    COPY-PASTE FIX
    Surf is a complete platform for building and deploying AI agents that interact with a virtual desktop environment, powered by OpenAI and E2B's isolated sandbox.
  • mediumtopics#2
    Expand topics to include more specific AI agent and virtual desktop terms

    Why:

    CURRENT
    ai, automation, cua, desktop, e2b, openai, sandbox, virtual-desktop
    COPY-PASTE FIX
    ai-agent, autonomous-agents, llm-agent, virtual-desktop-automation, e2b-sandbox, computer-control-ai, openai-agent, human-computer-interaction-ai, agentic-ai
  • lowreadme#3
    Add a 'Comparison to Alternatives' section in the README

    Why:

    COPY-PASTE FIX
    Add a new section to the README with the heading `## Comparison to Alternatives` that clarifies how Surf differs from generic browser automation tools (e.g., Playwright, Puppeteer) and GUI automation libraries (e.g., PyAutoGUI), highlighting its unique focus on providing a high-level platform for AI agents to control a virtual desktop.

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 e2b-dev/surf
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI Gym
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI Gym · recommended 1×
  2. Pillow · recommended 1×
  3. OpenCV · recommended 1×
  4. PyAutoGUI · recommended 1×
  5. pynput · recommended 1×
  • CATEGORY QUERY
    How can I build an AI agent that controls a virtual desktop environment?
    you: not recommended
    AI recommended (in order):
    1. OpenAI Gym
    2. Pillow
    3. OpenCV
    4. PyAutoGUI
    5. pynput
    6. pygetwindow
    7. pywinauto
    8. AppKit
    9. Stable Basorithms3
    10. RLlib
    11. Microsoft Playwright
    12. Selenium
    13. WinAppDriver
    14. Appium
    15. UIPath
    16. Automation Anywhere
    17. Blue Prism
    18. AutoHotkey
    19. TensorFlow
    20. PyTorch

    AI recommended 20 alternatives but never named e2b-dev/surf. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What framework enables AI agents to automate tasks within a web-based virtual sandbox?
    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)

    AI recommended 5 alternatives but never named e2b-dev/surf. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • 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 e2b-dev/surf?
    pass
    AI named e2b-dev/surf explicitly

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

  • If a team adopts e2b-dev/surf in production, what risks or prerequisites should they evaluate first?
    pass
    AI named e2b-dev/surf 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 e2b-dev/surf solve, and who is the primary audience?
    pass
    AI named e2b-dev/surf explicitly

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

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e2b-dev/surf — 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