REPOGEO REPORT · LITE

containers/kubernetes-mcp-server

Default branch main · commit fb2b41d0 · scanned 6/23/2026, 3:32:10 AM

GitHub: 1,713 stars · 370 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

28 /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

2 / 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 server role and specific MCP

Why:

CURRENT

The current README starts with # Kubernetes MCP Server followed by badges and a feature list.

COPY-PASTE FIX

Add a concise, differentiating sentence right after the H1, such as: "This repository provides a robust server-side implementation of the **Model Context Protocol (MCP)**, specifically designed for declarative configuration management in Kubernetes and OpenShift environments, distinct from other protocols also using the 'MCP' acronym."

mediumtopics#2

Refine topics to emphasize configuration management and differentiate MCP

Why:

CURRENT

containers, context, kubernetes, kubernetes-mcp, mcp, model, modelcontextprotocol, openshift, protocol

COPY-PASTE FIX

kubernetes, openshift, model-context-protocol, mcp-server, configuration-management, node-configuration, declarative-config, containers, protocol

mediumhomepage#3
Add a homepage URL to the repository metadata
Why:
COPY-PASTE FIX
```
[Your project's official website or main documentation URL]
```

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

Of all named tools, what % are you?

Top rival

client-go

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

client-go · recommended 1×
kubernetes Python client · recommended 1×
kubernetes-client/java · recommended 1×
@kubernetes/client-node · recommended 1×
Terraform · recommended 1×

CATEGORY QUERY
How to programmatically manage Kubernetes cluster configuration and perform resource operations?
you: not recommended
AI recommended (in order):
1. client-go
2. kubernetes Python client
3. kubernetes-client/java (kubernetes-client/java)
4. @kubernetes/client-node
5. Terraform
6. Pulumi
7. Crossplane
8. Helm
9. Kustomize
AI recommended 9 alternatives but never named containers/kubernetes-mcp-server. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What framework simplifies building a server-side application to interact with Kubernetes clusters?
you: not recommended
AI recommended (in order):
1. Operator SDK (operator-framework/operator-sdk)
2. Kubebuilder (kubernetes-sigs/kubebuilder)
3. client-go (kubernetes/client-go)
4. Fabric8 Kubernetes Client (fabric8io/kubernetes-client)
5. Python Kubernetes Client (kubernetes-client/python)
6. Node.js Kubernetes Client (kubernetes-client/javascript)
7. Spring Cloud Kubernetes (spring-cloud/spring-cloud-kubernetes)
AI recommended 7 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 did not name containers/kubernetes-mcp-server — likely talking about a different project
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

Drop this badge into the README of containers/kubernetes-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.

Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/containers/kubernetes-mcp-server.svg)](https://repogeo.com/en/r/containers/kubernetes-mcp-server)

HTML

<a href="https://repogeo.com/en/r/containers/kubernetes-mcp-server"><img src="https://repogeo.com/badge/containers/kubernetes-mcp-server.svg" alt="RepoGEO" /></a>

Pro

Subscribe to Pro for deep diagnoses

containers/kubernetes-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