RRepoGEO

REPOGEO REPORT · LITE

tastyeffectco/sandboxd

Default branch main · commit 85c45b8c · scanned 6/10/2026, 9:56:57 PM

GitHub: 561 stars · 18 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 tastyeffectco/sandboxd, 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
    Clarify sandbox type in README to distinguish from in-process JS sandboxes

    Why:

    CURRENT
    1. **Creates a sandbox** — a private, isolated Linux container (its own filesystem, its own memory limits), so one user's code can never see or break another's.
    COPY-PASTE FIX
    1. **Creates a sandbox** — a private, isolated Linux container (its own filesystem, its own memory limits), so one user's code can never see or break another's. (This is an OS-level container, not an in-process JavaScript sandbox like Node.js `vm` or `vm2`.)
  • mediumreadme#2
    Emphasize 'no Kubernetes' in the README's opening paragraph

    Why:

    CURRENT
    Give every user an isolated cloud dev environment, a built-in coding agent, and a live preview URL — self-hosted, on one machine, in one command.
    COPY-PASTE FIX
    Give every user an isolated cloud dev environment, a built-in coding agent, and a live preview URL — self-hosted, on one machine, in one command, with no Kubernetes overhead.
  • lowtopics#3
    Add 'containerization' to repository topics

    Why:

    CURRENT
    ai, ai-agent, dev-environment, docker, isolation, pinokio, preview, preview-environment, sandbox, self-hosted
    COPY-PASTE FIX
    ai, ai-agent, containerization, dev-environment, docker, isolation, pinokio, preview, preview-environment, sandbox, self-hosted

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 tastyeffectco/sandboxd
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Gitpod
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Gitpod · recommended 1×
  2. GitHub Codespaces · recommended 1×
  3. Dev Containers · recommended 1×
  4. JupyterHub · recommended 1×
  5. Replit · recommended 1×
  • CATEGORY QUERY
    How to provide isolated development environments for AI agents or user code with live previews?
    you: not recommended
    AI recommended (in order):
    1. Gitpod
    2. GitHub Codespaces
    3. Dev Containers
    4. JupyterHub
    5. Replit
    6. AWS Cloud9
    7. Google Cloud Shell Editor

    AI recommended 7 alternatives but never named tastyeffectco/sandboxd. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a self-hosted solution to spin up temporary dev sandboxes with shareable URLs easily.
    you: not recommended
    AI recommended (in order):
    1. Gitpod (gitpod-io/gitpod)
    2. Coder (coder/coder)
    3. VS Code Remote Development
    4. OpenShift Dev Spaces
    5. Eclipse Che (eclipse/che)
    6. Portainer (portainer/portainer)

    AI recommended 6 alternatives but never named tastyeffectco/sandboxd. 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 tastyeffectco/sandboxd?
    pass
    AI named tastyeffectco/sandboxd explicitly

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

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

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

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tastyeffectco/sandboxd — 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