RRepoGEO

REPOGEO REPORT · LITE

openclaw/crabbox

Default branch main · commit c9407b79 · scanned 6/17/2026, 3:11:44 AM

GitHub: 785 stars · 88 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 openclaw/crabbox, 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 the README's opening paragraph to clarify core purpose

    Why:

    CURRENT
    Crabbox is a remote software testing and execution control plane for maintainers and AI agents. Lease fast managed cloud capacity, point at an existing SSH host, or use an agent sandbox provider — then sync your dirty checkout, run commands remotely, stream output, collect evidence, and release. Local edit-save-run loop, cloud-grade compute, agent-ready observability.
    COPY-PASTE FIX
    Crabbox is a **remote development and testing environment** control plane for maintainers and AI agents. It enables a local edit-save-run loop with cloud-grade compute, letting you lease fast managed cloud capacity, point at an existing SSH host, or use an agent sandbox provider. Sync your dirty checkout, run commands remotely, stream output, collect evidence, and release.
  • hightopics#2
    Add specific topics to improve categorization

    Why:

    CURRENT
    ["remote-test-runner"]
    COPY-PASTE FIX
    ["remote-development", "cloud-development-environment", "dev-environment-as-a-service", "test-automation", "developer-tools", "remote-test-runner", "cloud-compute", "developer-workflow"]
  • mediumabout#3
    Update the repository's 'About' description

    Why:

    CURRENT
    Crabbox: warm a box, sync the diff, run the suite.
    COPY-PASTE FIX
    Crabbox: A remote development and testing environment for local edit-save-run loops with cloud-grade compute. Warm a box, sync the diff, run the suite.

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 openclaw/crabbox
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Docker Desktop
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Docker Desktop · recommended 1×
  2. WSL 2 · recommended 1×
  3. abiosoft/colima · recommended 1×
  4. canonical/multipass · recommended 1×
  5. kubernetes/minikube · recommended 1×
  • CATEGORY QUERY
    Seeking a way to get cloud-grade compute for my local development test loop.
    you: not recommended
    AI recommended (in order):
    1. Docker Desktop
    2. WSL 2
    3. Colima (abiosoft/colima)
    4. Multipass (canonical/multipass)
    5. minikube (kubernetes/minikube)
    6. Kind (kubernetes-sigs/kind)
    7. LocalStack (localstack/localstack)
    8. Testcontainers

    AI recommended 8 alternatives but never named openclaw/crabbox. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a solution to manage remote test execution and synchronize code efficiently.
    you: not recommended
    AI recommended (in order):
    1. Jenkins (jenkinsci/jenkins)
    2. GitLab CI/CD (gitlab-org/gitlab)
    3. GitHub Actions
    4. Azure DevOps Pipelines
    5. CircleCI
    6. TeamCity
    7. Apache Gump

    AI recommended 7 alternatives but never named openclaw/crabbox. 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 openclaw/crabbox?
    pass
    AI named openclaw/crabbox explicitly

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

  • If a team adopts openclaw/crabbox in production, what risks or prerequisites should they evaluate first?
    pass
    AI named openclaw/crabbox 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 openclaw/crabbox solve, and who is the primary audience?
    pass
    AI named openclaw/crabbox 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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openclaw/crabbox — RepoGEO report