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Agent Skill

Kubesphere Fluid skill

kubesphere-fluidkubesphere/kubesphereskills/kubesphere-fluid/SKILL.md

KubeSphere Fluid management Skill. Use when user asks to install or enable Fluid, check Fluid status, view Fluid pods/logs/CRDs, create or update Dataset, AlluxioRuntime, JuiceFSRuntime, or ThinRuntime, perform DataLoad or cache warming, scale runtime, or troubleshoot Fluid issues in KubeSphere.

17k

always on

72 tokname + description

once used

5,166 tokSKILL.md body

bundled files

74 KB

repo stars

17kGitHub

Install the Kubesphere Fluid skill

Skills CLI (Claude Code, Codex, Cursor and others)

npx skills add https://github.com/kubesphere/kubesphere --skill kubesphere-fluid

Claude Code, by hand (all projects)

git clone --depth 1 https://github.com/kubesphere/kubesphere.git /tmp/kubesphere
mkdir -p ~/.claude/skills
cp -R /tmp/kubesphere/skills/kubesphere-fluid ~/.claude/skills/kubesphere-fluid

For one project only, copy the folder into .claude/skills/ in that project instead. The agent picks it up when a task matches its description.

What it costs your context

Agent Skills load in three steps. Tokens counted with the o200k tokenizer; your model's count will differ a little.

WhenWhat loadsCost
Every sessionName and description72 tok
When the agent uses itThe SKILL.md instructions5,166 tok
Only if opened7 bundled files (4 KB)varies

Until it is used, kubesphere-fluid costs about 19× less than the median MCP server we measured (1,362 tokens on every turn). Installing all 32 skills from kubesphere/kubesphere would load 1,691 tokens of descriptions. Skills vs MCP study

Checks

  • The instructions are over 5,000 tokens, the Agent Skills specification's guideline for SKILL.md.
  • The instructions are over 500 lines; the specification suggests moving detail into reference files.

Checked 2026-10-22 · method

What's inside

The headings of its SKILL.md. Read the full file on GitHub.

  • KubeSphere Fluid Management
  • Response Rules
  • CRITICAL: Parameter Handling
  • CRITICAL: Operation Scope
  • Version Mapping Discovery
  • Discovery Commands
  • Option 1: Using KubeSphere API (curl)
  • CRUD Operations via KubeSphere API
  • Option 2: Using kubectl (Direct Cluster Access)
  • Option 3: Using ksctl CLI
  • When to Use Which Approach
  • Example Files
  • Install Fluid in KubeSphere
  • 1. Pre-check
  • 2. InstallPlan Template
  • Manage Dataset
  • Dataset Template
  • Manage AlluxioRuntime
  • AlluxioRuntime Template (Standalone)
  • Key fields:
  • Scale Runtime
  • Manage JuiceFSRuntime
  • JuiceFSRuntime Template (Standalone)
  • Key fields:

More skills from kubesphere/kubesphere

All skills in this repo
  1. frontend-forge-fe-operationskubesphere/kubesphere

    Operate FrontendExtension (FE) resources in frontend-forge: create, update, rebuild, inspect package artifacts, download packages, publish, unpublish, delete, and debug package/publish controller behavior. Use this skill whenever the user mentions FE operations, FrontendExtension lifecycle, extension package/download/publish/unpublish, artifact ConfigMaps, package Jobs, publisher Jobs, publish target ConfigMaps or Secrets, rebuild-token, package-state/publish-state labels, or troubleshooting FE status in a Kubernetes cluster.

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  2. frontend-forge-fi-operationskubesphere/kubesphere

    Operate FrontendIntegration resources and the frontend-forge extension. Use when Codex needs to create a FrontendIntegration from FrontendIntegration YAML, update or patch FI lifecycle state, inspect or troubleshoot FI build output, or create, enable, disable, uninstall, and inspect the frontend-forge extension through its InstallPlan and extension resources.

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  3. frontend-integration-yamlkubesphere/kubesphere

    Generate canonical FrontendIntegration YAML from a simplified single-menu authoring model for frontend-forge.

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  4. kubeeyekubesphere/kubesphere

    Use when deploying KubeEye for cluster inspection, creating InspectRule/InspectPlan resources, or retrieving inspection results. Covers InstallPlan-based deployment, OPA/PromQL/FileChange/Sysctl/Systemd/NodeInfo/FileFilter/ServiceConnect/CustomCommand rule types, and report retrieval. Always consult this skill when the user mentions KubeEye, cluster inspection, InspectRule, InspectPlan, or inspection reports.

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  5. kubesphere-cluster-managementkubesphere/kubesphere

    KubeSphere cluster query Skill (read-only). Use when user requests to view cluster list, cluster status, cluster details, or cluster version info. Do not perform any write operations (create, delete, update). Use KubeSphere Console for management operations.

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  6. kubesphere-devops-argocdkubesphere/kubesphere

    Use when configuring ArgoCD in KubeSphere DevOps, including GitOps deployments, application management, SSO setup, or troubleshooting ArgoCD issues

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  7. kubesphere-devops-credentialskubesphere/kubesphere

    Use when managing credentials in KubeSphere DevOps, including repository credentials, kubeconfig, and API tokens

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  8. kubesphere-devops-jenkinskubesphere/kubesphere

    Use when configuring Jenkins in KubeSphere DevOps, including agent customization, LDAP/OIDC integration, build artifact retrieval, or troubleshooting Jenkins issues

    17k37 tok idle · 3,043 in use