RRepoGEO

REPOGEO REPORT · LITE

kubernetes-sigs/agent-sandbox

Default branch main · commit 1cca985f · scanned 6/27/2026, 9:47:01 PM

GitHub: 3,002 stars · 367 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, ai-agents, stateful-workloads, singleton-workloads, sandbox, sig-apps
  • highreadme#2
    Clarify agent-sandbox's role as a Kubernetes component for managing workloads

    Why:

    CURRENT
    **agent-sandbox enables easy management of isolated, stateful, singleton workloads, ideal for use cases like AI agent runtimes.** This project is developing a `Sandbox` Custom Resource Definition (CRD) and controller for Kubernetes, under the umbrella of SIG Apps.
    COPY-PASTE FIX
    Add to the opening paragraph: **`agent-sandbox` is a Kubernetes Custom Resource Definition (CRD) and controller that enables easy management of isolated, stateful, singleton workloads, such as AI agent runtimes, directly within your Kubernetes cluster.**
  • mediumreadme#3
    Explicitly state the experimental nature of the 'sandbox' project

    Why:

    COPY-PASTE FIX
    Add a sentence to the 'Overview' or 'Status' section: "As a `sandbox` project, `agent-sandbox` is currently experimental and not yet recommended for production environments. Users should expect API changes and evolving functionality."

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
Kubernetes StatefulSets
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Kubernetes StatefulSets · recommended 1×
  2. kubernetes-sigs/kubebuilder · recommended 1×
  3. operator-framework/operator-sdk · recommended 1×
  4. helm/helm · recommended 1×
  5. knative/serving · recommended 1×
  • CATEGORY QUERY
    How to manage isolated, stateful, singleton AI agent runtimes on Kubernetes effectively?
    you: not recommended
    AI recommended (in order):
    1. Kubernetes StatefulSets
    2. Kubebuilder (kubernetes-sigs/kubebuilder)
    3. Operator SDK (operator-framework/operator-sdk)
    4. Helm (helm/helm)
    5. Knative Serving (knative/serving)
    6. Kubernetes Persistent Volumes
    7. Kubernetes Persistent Volume Claims
    8. OpenShift Pipelines
    9. Tekton Pipelines (tektoncd/pipeline)
    10. Argo CD (argoproj/argo-cd)
    11. Flux CD (fluxcd/flux2)
    12. Prometheus (prometheus/prometheus)
    13. Grafana (grafana/grafana)
    14. Istio (istio/istio)
    15. Linkerd (linkerd/linkerd2)

    AI recommended 15 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 long-running, stateful, single-container virtual machine like experiences.
    you: not recommended
    AI recommended (in order):
    1. KubeVirt (kubevirt/kubevirt)
    2. OpenShift Virtualization
    3. StatefulSets
    4. Kata Containers (kata-containers/kata-containers)
    5. gVisor (google/gvisor)
    6. VMware Tanzu Kubernetes Grid (TKG)

    AI recommended 6 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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