RRepoGEO

REPOGEO REPORT · LITE

e2b-dev/desktop

Default branch main · commit 725c800e · scanned 5/10/2026, 2:22:25 PM

GitHub: 1,363 stars · 172 forks

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/desktop, 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 H1 and opening sentence to emphasize 'for AI agents/LLMs'

    Why:

    CURRENT
    # E2B Desktop Sandbox - Open Source Virtual Computer for Computer Use

E2B Desktop Sandbox is an open source secure virtual desktop ready for Computer Use. Powered by E2B.
    COPY-PASTE FIX
    # E2B Desktop Sandbox - Open Source Virtual Desktop for AI Agents & LLMs

E2B Desktop Sandbox is an open source secure virtual desktop environment specifically designed for AI agents and LLMs, enabling them to interact with a graphical environment for "computer use" tasks.
  • mediumabout#2
    Refine GitHub description to explicitly mention AI agents

    Why:

    CURRENT
    E2B Desktop Sandbox for LLMs. E2B Sandbox with desktop graphical environment that you can connect to any LLM for secure computer use.
    COPY-PASTE FIX
    E2B Desktop Sandbox: a secure, virtual desktop environment for AI agents and LLMs to perform "computer use" tasks with a graphical interface.
  • mediumtopics#3
    Add more specific topics to reinforce AI agent use case

    Why:

    CURRENT
    ai, computer, desktop, e2b, e2b-dev, gpt, gui, llm, vm
    COPY-PASTE FIX
    ai, llm, agent, ai-agent, sandbox, desktop, virtual-environment, gui, computer-use, e2b, gpt, vm

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/desktop
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Docker
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Docker · recommended 2×
  2. docker-headless-vnc-container · recommended 1×
  3. VMware ESXi/vSphere · recommended 1×
  4. Proxmox VE · recommended 1×
  5. KVM · recommended 1×
  • CATEGORY QUERY
    How can I provide a secure, isolated desktop environment for my AI agents?
    you: not recommended
    AI recommended (in order):
    1. Docker
    2. docker-headless-vnc-container
    3. VMware ESXi/vSphere
    4. Proxmox VE
    5. KVM
    6. virt-manager
    7. Amazon WorkSpaces
    8. Azure Virtual Desktop
    9. Google Cloud Desktop
    10. Qubes OS
    11. Xen
    12. NVIDIA AI Workbench

    AI recommended 12 alternatives but never named e2b-dev/desktop. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a virtualized environment to run LLM applications with a GUI.
    you: not recommended
    AI recommended (in order):
    1. NVIDIA NGC (NVIDIA GPU Cloud)
    2. AWS EC2 with Deep Learning AMIs
    3. Google Cloud AI Platform / Vertex AI Workbench
    4. Azure Machine Learning Compute Instances
    5. Docker
    6. VirtualBox
    7. VMware Workstation Pro

    AI recommended 7 alternatives but never named e2b-dev/desktop. 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/desktop?
    pass
    AI named e2b-dev/desktop 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/desktop in production, what risks or prerequisites should they evaluate first?
    pass
    AI named e2b-dev/desktop 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/desktop solve, and who is the primary audience?
    pass
    AI named e2b-dev/desktop 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/desktop — 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