Ext Ops Panel
Open dashboard
Comparison

Kubernetes vs io.github.vfarcic/dot-ai

Kubernetes is an MCP server published by Flux159. Marketplaces we read that list it: 1 (Docker MCP Catalog). io.github.vfarcic/dot-ai is an MCP server published by vfarcic. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-15. This pair was picked by a reader, not by our comparison rule, so search engines are asked not to index the page.

Where each is published

Where each is published
MarketplaceKubernetesio.github.vfarcic/dot-ai
Docker MCP Catalog Listed
Version: sha256:5ffbf7f0a8aa
Forks (GitHub): 283
Pulls (Docker Hub): 153 323
Stars (Docker Hub): 20
Stars (GitHub): 1 596
Not marked · First seen
Not listed
Official MCP Registry Not listed Listed
Version: 0.112.0
Downloads/month (npm): 1 747
Downloads/week (npm): 627
Forks (GitHub): 72
Stars (GitHub): 337
Not marked · First seen

Each figure is the marketplace's own and is never added up across marketplaces. A marketplace that publishes no figure shows none: no number is not zero.

The facts side by side

Kubernetes vs io.github.vfarcic/dot-ai
FactKubernetesio.github.vfarcic/dot-ai
Marketplaces that list it11
Stars (GitHub) (differs)1 596 (better)337 (worse)
Pulls (Docker Hub) (differs)153 323No figure on Docker Hub
Forks (GitHub) (differs)283 (better)72 (worse)
Last releaseNot publishedNot published
Where it runs (differs)On your machine (mcp/kubernetes)On your machine (@vfarcic/dot-ai)
Transportstdiostdio
Tools it declares (differs)23Not published
Environment variables it asks forNot publishedNot published
Licence (differs)MITNot stated
Repository (differs)github.com/flux159/mcp-server-kubernetesgithub.com/vfarcic/dot-ai
Changes in the last 7 days00
First seen2026-10-112026-10-11

Lines where the two differ have a tinted background and bold values. Where the data itself says which value is better (more marketplaces, a larger figure of the same marketplace, a fresher release, a verified mark on a marketplace that lists both), the better one is also marked green with ▲ and the worse one red with ▼. Where it runs, the transport, the tools, the settings, hooks, the bundle's parts, the licence and the week's changes are marked only as different: more or fewer is not better in itself.

What each says it does

Kubernetes

In its own words, on Docker MCP Catalog:

Connect to a Kubernetes cluster and manage it.

io.github.vfarcic/dot-ai

In its own words, on Official MCP Registry:

AI-powered development platform for Kubernetes deployments and intelligent automation

How to run each

Kubernetes As a local MCP server: Docker image

Claude Code
claude mcp add --transport stdio kubernetes -- docker run -i --rm mcp/kubernetes

io.github.vfarcic/dot-ai As a local MCP server: npm package

Claude Code
claude mcp add --transport stdio dot-ai -- npx -y @vfarcic/dot-ai

Commands built only from what the marketplaces declare; the full set for every client is on each card.

Tools each declares

The marketplaces of io.github.vfarcic/dot-ai publish no list of tools, so we do not compare tools.

Settings each asks for

Neither one's marketplaces publish the settings it asks for.

What it can do: Kubernetes · What it can do: io.github.vfarcic/dot-ai · Compare two other plugins

Data comes from the Docker MCP Catalog (desktop.docker.com/mcp/catalog) and Docker Hub. Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.

Where the data comes from: how the catalog is built