RRepoGEO

REPOGEO REPORT · LITE

containers/kubernetes-mcp-server

Default branch main · commit 60b21ad6 · scanned 5/12/2026, 6:46:45 PM

GitHub: 1,577 stars · 339 forks

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 containers/kubernetes-mcp-server, 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 README's opening to clarify core differentiator

    Why:

    CURRENT
    A powerful and flexible Kubernetes Model Context Protocol (MCP) server implementation with support for **Kubernetes** and **OpenShift**.
    COPY-PASTE FIX
    The Kubernetes MCP Server provides a transparent, unified proxy for the Kubernetes API, enabling centralized configuration and standardized interaction across multiple Kubernetes and OpenShift clusters. It offers a powerful and flexible Model Context Protocol (MCP) server implementation, differentiating from full-blown GitOps platforms by focusing on API proxying and context management, and from CLI tools by providing a server-side solution.
  • mediumhomepage#2
    Add a Homepage URL to the About section

    Why:

    COPY-PASTE FIX
    https://[YOUR_PROJECT_HOMEPAGE_URL_HERE]
  • mediumtopics#3
    Expand topics to include problem-space keywords

    Why:

    CURRENT
    containers, context, kubernetes, kubernetes-mcp, mcp, model, modelcontextprotocol, openshift, protocol
    COPY-PASTE FIX
    containers, context, kubernetes, kubernetes-mcp, mcp, model, modelcontextprotocol, openshift, protocol, multi-cluster, api-proxy, centralized-management, kubernetes-api

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 containers/kubernetes-mcp-server
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 1 of 2 queries
COMPETITOR LEADERBOARD
  1. argoproj/argo-cd · recommended 1×
  2. fluxcd/flux2 · recommended 1×
  3. crossplane/crossplane · recommended 1×
  4. rancher/rancher · recommended 1×
  5. Anthos · recommended 1×
  • CATEGORY QUERY
    Need a server to centralize Kubernetes configuration and manage resources across multiple clusters.
    you: not recommended
    AI recommended (in order):
    1. Argo CD (argoproj/argo-cd)
    2. Flux CD (fluxcd/flux2)
    3. Crossplane (crossplane/crossplane)
    4. Rancher (rancher/rancher)
    5. Anthos
    6. Red Hat Advanced Cluster Management for Kubernetes

    AI recommended 6 alternatives but never named containers/kubernetes-mcp-server. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a way to standardize context interaction with Kubernetes and OpenShift resources.
    you: not recommended
    AI recommended (in order):
    1. kubectx
    2. kubens
    3. oc CLI
    4. K9s
    5. stern

    AI recommended 5 alternatives but never named containers/kubernetes-mcp-server. 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 containers/kubernetes-mcp-server?
    pass
    AI named containers/kubernetes-mcp-server explicitly

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

  • If a team adopts containers/kubernetes-mcp-server in production, what risks or prerequisites should they evaluate first?
    pass
    AI named containers/kubernetes-mcp-server 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 containers/kubernetes-mcp-server solve, and who is the primary audience?
    pass
    AI named containers/kubernetes-mcp-server 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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MARKDOWN (README)
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