RRepoGEO

REPOGEO REPORT · LITE

rohitg00/kubectl-mcp-server

Default branch main · commit 14f9c138 · scanned 5/28/2026, 9:31:53 PM

GitHub: 898 stars · 174 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 rohitg00/kubectl-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
  • highabout#1
    Update the repository description to highlight AI capabilities

    Why:

    CURRENT
    Published in CNCF Landscape: A MCP server for Kubernetes.
    COPY-PASTE FIX
    Published in CNCF Landscape: An AI-powered MCP server for Kubernetes, enabling natural language control and debugging of your infrastructure.
  • hightopics#2
    Add more specific AI-Kubernetes related topics

    Why:

    CURRENT
    ai, deployment, devops, genai, kubernetes, kubernetes-cluster, kubernetes-tools, llms, mcp, mcp-server, npm, pypi
    COPY-PASTE FIX
    ai, deployment, devops, genai, kubernetes, kubernetes-cluster, kubernetes-tools, llms, mcp, mcp-server, npm, pypi, kubernetes-ai, aiops, natural-language-processing, devops-ai
  • mediumreadme#3
    Refine the README's opening statement to explicitly position it as an AI assistant/tool

    Why:

    CURRENT
    <b>Control your entire Kubernetes infrastructure through natural language conversations with AI.</b>
    COPY-PASTE FIX
    <b>An AI assistant for Kubernetes: Control your entire infrastructure through natural language conversations.</b>

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 rohitg00/kubectl-mcp-server
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Kubernetes Copilot
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Kubernetes Copilot · recommended 1×
  2. OpenAI's GPT-4 · recommended 1×
  3. Claude 3 · recommended 1×
  4. Gemini · recommended 1×
  5. KubeGPT · recommended 1×
  • CATEGORY QUERY
    How can I manage Kubernetes clusters using natural language commands with an AI assistant?
    you: not recommended
    AI recommended (in order):
    1. Kubernetes Copilot
    2. OpenAI's GPT-4
    3. Claude 3
    4. Gemini
    5. KubeGPT
    6. Stack AI
    7. LangChain
    8. Google Cloud's Duet AI

    AI recommended 8 alternatives but never named rohitg00/kubectl-mcp-server. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What AI tools enable natural language interaction for Kubernetes deployment and debugging?
    you: not recommended
    AI recommended (in order):
    1. KubeGPT (gpt-kube/kube-gpt)
    2. BotKube (kubeshop/botkube)
    3. OpenAI GPT-4
    4. Komodor
    5. Humanitec
    6. Red Hat OpenShift AI

    AI recommended 6 alternatives but never named rohitg00/kubectl-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
    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 rohitg00/kubectl-mcp-server?
    pass
    AI named rohitg00/kubectl-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 rohitg00/kubectl-mcp-server in production, what risks or prerequisites should they evaluate first?
    pass
    AI named rohitg00/kubectl-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 rohitg00/kubectl-mcp-server solve, and who is the primary audience?
    pass
    AI named rohitg00/kubectl-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

Drop this badge into the README of rohitg00/kubectl-mcp-server. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/rohitg00/kubectl-mcp-server.svg)](https://repogeo.com/en/r/rohitg00/kubectl-mcp-server)
HTML
<a href="https://repogeo.com/en/r/rohitg00/kubectl-mcp-server"><img src="https://repogeo.com/badge/rohitg00/kubectl-mcp-server.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

rohitg00/kubectl-mcp-server — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite