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Novita vs Kosha Model Discovery

Novita is an MCP server published by novitalabs. Marketplaces we read that list it: 1 (Docker MCP Catalog). Kosha Model Discovery is an MCP server published by sriinnu. Marketplaces we read that list it: 2 (Official MCP Registry, npm registry (MCP servers)). As of our marketplace pass on 2026-10-30. 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
MarketplaceNovitaKosha Model Discovery
Docker MCP Catalog Listed
Version: sha256:ddc904348d9e
Forks (GitHub): 9
Pulls (Docker Hub): 10 776
Stars (Docker Hub): 0
Stars (GitHub): 12
Not marked · First seen
Not listed
Official MCP Registry Not listed Listed
Version: 1.9.1
Downloads/month (npm): 1 219
Downloads/week (npm): 335
Forks (GitHub): 0
Stars (GitHub): 3
Not marked · First seen
npm registry (MCP servers) Not listed Listed
Version: 1.9.1
Downloads/month (npm): 1 219
Downloads/week (npm): 335
Forks (GitHub): 0
Stars (GitHub): 3
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

Novita vs Kosha Model Discovery
FactNovitaKosha Model Discovery
Marketplaces that list it (differs)1 (worse)2 (better)
Stars (GitHub) (differs)12 (better)3 (worse)
Pulls (Docker Hub) (differs)10 776No figure on Docker Hub
Forks (GitHub) (differs)9 (better)0 (worse)
Last release (differs)Not published2026-10-29
Where it runs (differs)On your machine (mcp/novita)On your machine (@sriinnu/kosha-discovery)
Transportstdiostdio
Tools it declares (differs)20Not published
Environment variables it asks for (differs)1, secrets among them: 07, secrets among them: 6
LicenceMITMIT
Repository (differs)github.com/novitalabs/novita-mcp-servergithub.com/sriinnu/kosha-discovery
Changes in the last 7 days (differs)02
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

Novita

In its own words, on Docker MCP Catalog:

Seamless interaction with Novita AI platform resources.

Kosha Model Discovery

In its own words, on Official MCP Registry:

Tells your agent which model to use and what it costs, across 46 providers and local runtimes.

How to run each

Novita As a local MCP server: Docker image

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

Kosha Model Discovery As a local MCP server: npm package

Claude Code
claude mcp add --env "ANTHROPIC_API_KEY=<YOUR_ANTHROPIC_API_KEY>" --env "GOOGLE_API_KEY=<YOUR_GOOGLE_API_KEY>" --env "OPENAI_API_KEY=<YOUR_OPENAI_API_KEY>" --env "OPENROUTER_API_KEY=<YOUR_OPENROUTER_API_KEY>" --env "TYPESAFE_API_KEY=<YOUR_TYPESAFE_API_KEY>" --env "XAI_API_KEY=<YOUR_XAI_API_KEY>" --transport stdio kosha-discovery -- npx -y @sriinnu/kosha-discovery

Requires: ANTHROPIC_API_KEY (secret), GOOGLE_API_KEY (secret), OPENAI_API_KEY (secret), OPENROUTER_API_KEY (secret), TYPESAFE_API_KEY (secret), XAI_API_KEY (secret)

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

Tools each declares

The marketplaces of Kosha Model Discovery publish no list of tools, so we do not compare tools.

Settings each asks for

Only Novita asks for

  • NOVITA_API_KEY

Only Kosha Model Discovery asks for

  • ANTHROPIC_API_KEY (secret)
  • GOOGLE_API_KEY (secret)
  • KOSHA_CACHE_TTL_HOURS
  • OPENAI_API_KEY (secret)
  • OPENROUTER_API_KEY (secret)
  • TYPESAFE_API_KEY (secret)
  • XAI_API_KEY (secret)

Settings as each marketplace publishes them. Asking for fewer is not better in itself.

What it can do: Novita · What it can do: Kosha Model Discovery · 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. Package data comes from the public npm registry (registry.npmjs.org). 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