Novita vs apimodels
Novita is an MCP server published by novitalabs. Marketplaces we read that list it: 1 (Docker MCP Catalog). apimodels is an MCP server published by stimQQ. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-25. 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
| Marketplace | ||
|---|---|---|
| Docker MCP Catalog | Listed Version: sha256:ddc904348d9e Forks (GitHub): 9 Pulls (Docker Hub): 10 718 Stars (Docker Hub): 0 Stars (GitHub): 12 Not marked · First seen |
Not listed |
| Official MCP Registry | Not listed | Listed Version: 0.7.0 Downloads/month (npm): 2 400 Downloads/week (npm): 748 Forks (GitHub): 0 Stars (GitHub): 1 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
| Fact | Novita | apimodels |
|---|---|---|
| Marketplaces that list it | 1 | 1 |
| Stars (GitHub) (differs) | 12 (better) | 1 (worse) |
| Pulls (Docker Hub) (differs) | 10 718 | No figure on Docker Hub |
| Forks (GitHub) (differs) | 9 (better) | 0 (worse) |
| Last release | Not published | Not published |
| Where it runs (differs) | On your machine (mcp/novita) | Remote server (api.apimodels.app/mcp) |
| Transport (differs) | stdio | Streamable HTTP |
| Tools it declares (differs) | 20 | Not published |
| Environment variables it asks for (differs) | 1, secrets among them: 0 | 4, secrets among them: 1 |
| Licence | MIT | MIT |
| Repository (differs) | github.com/novitalabs/novita-mcp-server | github.com/stimqq/apimodels-mcp |
| Changes in the last 7 days | 0 | 0 |
| First seen | 2026-10-11 | 2026-10-11 |
| Endpoint at the last check (differs) | no remote endpoint we check | Responded 4 days ago |
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
Seamless interaction with Novita AI platform resources.
apimodels
Image, video, chat and speech models with one account — local (npx) or hosted with OAuth sign-in.
How to run each
Novita As a local MCP server: Docker image
claude mcp add --transport stdio novita -- docker run -i --rm mcp/novita
apimodels As a remote MCP server
claude mcp add --transport http apimodels-mcp https://api.apimodels.app/mcp
Requires: APIMODELS_API_KEY (secret)
Commands built only from what the marketplaces declare; the full set for every client is on each card.
Only apimodels has a remote endpoint we check. How we check endpoints
Tools each declares
The marketplaces of apimodels publish no list of tools, so we do not compare tools.
Settings each asks for
Only Novita asks for
NOVITA_API_KEY
Only apimodels asks for
APIMODELS_API_KEY (secret)APIMODELS_BASE_URLAPIMODELS_TIMEOUT_MSAPIMODELS_WAIT_SECONDS
Settings as each marketplace publishes them. Asking for fewer is not better in itself.
What it can do: Novita · What it can do: apimodels · 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. Data comes from public marketplace files in GitHub repositories of their authors. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.