RRepoGEO

REPOGEO REPORT · LITE

CelestoAI/SmolVM

Default branch main · commit 4b02287f · scanned 6/4/2026, 2:51:33 AM

GitHub: 572 stars · 42 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 CelestoAI/SmolVM, 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 H4 to explicitly state "AI Agent Sandbox"

    Why:

    CURRENT
    #### Secure, isolated computers that AI agents can use to browse, run code, and get real work done.
    COPY-PASTE FIX
    #### The AI Agent Sandbox: Secure, Isolated Computers for Browsing, Code Execution, and Real Work.
  • mediumtopics#2
    Add more specific topics for AI agent sandboxing

    Why:

    CURRENT
    agent-runtime, browser-agent, browser-use, computer-use, openclaw, sandbox
    COPY-PASTE FIX
    agent-runtime, browser-agent, browser-use, computer-use, openclaw, sandbox, ai-agent-sandbox, ai-agent-environment, microvm, secure-execution
  • lowreadme#3
    Add a dedicated "Why SmolVM?" or "Differentiators" section

    Why:

    COPY-PASTE FIX
    ## Why SmolVM?

Unlike general-purpose VMs or container solutions, SmolVM is purpose-built and optimized as a secure, isolated sandbox for AI agents. It offers sub-second boot times and hardware isolation specifically tailored for executing untrusted AI code, browsing the web, and performing real-world tasks.

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 CelestoAI/SmolVM
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
google/gvisor
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. google/gvisor · recommended 1×
  2. firecracker-microvm/firecracker · recommended 1×
  3. kata-containers/kata-containers · recommended 1×
  4. moby/moby · recommended 1×
  5. AppArmor · recommended 1×
  • CATEGORY QUERY
    How can I provide a secure, isolated environment for AI agents to execute untrusted code?
    you: not recommended
    AI recommended (in order):
    1. gVisor (google/gvisor)
    2. Firecracker (firecracker-microvm/firecracker)
    3. Kata Containers (kata-containers/kata-containers)
    4. Docker (moby/moby)
    5. AppArmor
    6. SELinux
    7. Seccomp
    8. WebAssembly
    9. Wasmtime (bytecodealliance/wasmtime)
    10. Wasmer (wasmerio/wasmer)
    11. NSjail (google/nsjail)
    12. KVM
    13. VMware ESXi
    14. VirtualBox

    AI recommended 14 alternatives but never named CelestoAI/SmolVM. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What solutions allow AI agents to browse the web and run software in a virtualized environment?
    you: not recommended
    AI recommended (in order):
    1. Browserless.io
    2. Playwright (microsoft/playwright)
    3. AWS Fargate
    4. AWS Lambda
    5. Google Cloud Run
    6. Puppeteer (puppeteer/puppeteer)
    7. Azure Container Instances
    8. Selenium Grid (SeleniumHQ/selenium)
    9. Sauce Labs
    10. BrowserStack
    11. Replit
    12. OpenAI Universe (openai/universe)

    AI recommended 12 alternatives but never named CelestoAI/SmolVM. 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 CelestoAI/SmolVM?
    pass
    AI named CelestoAI/SmolVM explicitly

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

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

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

Embed your GEO score

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MARKDOWN (README)
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