RRepoGEO

REPOGEO REPORT · LITE

kubernetes-sigs/agent-sandbox

Default branch main · commit cff4413a · scanned 5/16/2026, 11:56:23 PM

GitHub: 2,199 stars · 271 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
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 kubernetes-sigs/agent-sandbox, 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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ["kubernetes", "crd", "controller", "sandbox", "ai-agents", "stateful-workloads", "singleton-workloads", "edge-computing", "node-agents"]
  • mediumreadme#2
    Strengthen README's unique value proposition against StatefulSets

    Why:

    CURRENT
    The goal is to provide a declarative, standardized API for managing workloads that require the characteristics of a long-running, stateful, singleton container with a stable identity, much like a lightweight, single-container VM experience built on Kubernetes primitives.
    COPY-PASTE FIX
    The goal is to provide a declarative, standardized API for managing workloads that require the characteristics of a long-running, stateful, singleton container with a stable identity, much like a lightweight, single-container VM experience built on Kubernetes primitives. Unlike StatefulSets, Sandbox is specifically designed for single-instance, stateful applications that need a stable identity and persistent storage without the complexities of replication or ordered startup/teardown.
  • lowreadme#3
    Add a dedicated "Comparison" or "FAQ" section to the README

    Why:

    COPY-PASTE FIX
    Add a new section, e.g., "Comparison to Existing Kubernetes Primitives" or "FAQ", that explicitly contrasts Sandbox with StatefulSets, Deployments, and potentially Operators, detailing when to use Sandbox over these alternatives.

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 kubernetes-sigs/agent-sandbox
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
argoproj/argo-cd
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. argoproj/argo-cd · recommended 2×
  2. kubevirt/kubevirt · recommended 2×
  3. crossplane/crossplane · recommended 2×
  4. Kubernetes StatefulSets · recommended 1×
  5. Kubernetes Operators · recommended 1×
  • CATEGORY QUERY
    How to manage isolated, stateful, long-running singleton workloads on Kubernetes?
    you: not recommended
    AI recommended (in order):
    1. Kubernetes StatefulSets
    2. Kubernetes Operators
    3. Operator SDK (operator-framework/operator-sdk)
    4. Kubebuilder (kubernetes-sigs/kubebuilder)
    5. Argo CD (argoproj/argo-cd)
    6. ApplicationSet (argoproj/applicationset)
    7. KubeVirt (kubevirt/kubevirt)
    8. Crossplane (crossplane/crossplane)

    AI recommended 8 alternatives but never named kubernetes-sigs/agent-sandbox. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a Kubernetes solution for persistent AI agent runtimes with stable identity and storage.
    you: not recommended
    AI recommended (in order):
    1. Kubeflow (kubeflow/kubeflow)
    2. OpenShift AI
    3. KubeVirt (kubevirt/kubevirt)
    4. Crossplane (crossplane/crossplane)
    5. StatefulSets
    6. Rook (rook/rook)
    7. Argo Workflows (argoproj/argo-workflows)
    8. Argo CD (argoproj/argo-cd)

    AI recommended 8 alternatives but never named kubernetes-sigs/agent-sandbox. 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 kubernetes-sigs/agent-sandbox?
    pass
    AI named kubernetes-sigs/agent-sandbox explicitly

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

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

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

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