dominodatalab vs io.github.us-all/mlflow
dominodatalab is a plugin bundle for AI coding tools published by dominodatalab. Marketplaces we read that list it: 2 (Claude Code: claude-plugins-official, Claude Code: claude-plugins-community). io.github.us-all/mlflow is an MCP server published by us-all. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-26. 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 |  dominodatalab |  io.github.us-all/mlflow |
|---|---|---|
| Claude Code: claude-plugins-official | Listed Version: 2026.603.3 Forks (GitHub): 3 Stars (GitHub): 7 Not marked · First seen |
Not listed |
| Claude Code: claude-plugins-community | Listed Version: 1.0.0 Forks (GitHub): 3 Stars (GitHub): 7 Not marked · First seen |
Not listed |
| Official MCP Registry | Not listed | Listed Version: 1.12.7 Downloads/month (npm): 153 Downloads/week (npm): 21 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 | dominodatalab | io.github.us-all/mlflow |
|---|---|---|
| Marketplaces that list it (differs) | 2 (better) | 1 (worse) |
| Stars (GitHub) (differs) | 7 (better) | 1 (worse) |
| Forks (GitHub) (differs) | 3 (better) | 0 (worse) |
| Last release (differs) | 2026-10-16 | Not published |
| Where it runs (differs) | Installs as a plugin bundle | On your machine (@us-all/mlflow-mcp) |
| Transport (differs) | Not stated | stdio |
| Tools it declares | Not published | Not published |
| Environment variables it asks for (differs) | 2, secrets among them: 1 | 8, secrets among them: 2 |
| Parts of the bundle (differs) | 34 | Not a bundle |
| Licence (differs) | MIT | Not stated |
| Repository (differs) | github.com/dominodatalab/domino-claude-plugin | github.com/us-all/mlflow-mcp-server |
| Changes in the last 7 days | 0 | 0 |
| First seen | 2026-10-11 | 2026-10-11 |
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
dominodatalab
Full Domino Data Lab platform support — workspaces, jobs, model deployment, experiment tracking, GenAI tracing, Spark/Ray/Dask, and app deployment for data science teams
io.github.us-all/mlflow
MLflow MCP — experiments, runs, registered models, versions, traces, assessments (MLflow 3)
How to run each
dominodatalab As a Claude Code plugin
/plugin install dominodatalab@claude-plugins-officialio.github.us-all/mlflow As a local MCP server: npm package
claude mcp add --env "MLFLOW_TRACKING_PASSWORD=<YOUR_MLFLOW_TRACKING_PASSWORD>" --env "MLFLOW_TRACKING_TOKEN=<YOUR_MLFLOW_TRACKING_TOKEN>" --env "MLFLOW_TRACKING_URI=<YOUR_MLFLOW_TRACKING_URI>" --transport stdio mlflow -- npx -y @us-all/mlflow-mcpRequires: MLFLOW_TRACKING_PASSWORD (secret), MLFLOW_TRACKING_TOKEN (secret), MLFLOW_TRACKING_URI
Commands built only from what the marketplaces declare; the full set for every client is on each card.
Tools each declares
Neither one's marketplaces publish a list of tools, so there is nothing to compare.
Settings each asks for
Only dominodatalab asks for
DOMINO_API_KEY (secret)DOMINO_HOST
Only io.github.us-all/mlflow asks for
MLFLOW_ALLOW_WRITEMLFLOW_DISABLEMLFLOW_EXPERIMENT_IDMLFLOW_TOOLSMLFLOW_TRACKING_PASSWORD (secret)MLFLOW_TRACKING_TOKEN (secret)MLFLOW_TRACKING_URIMLFLOW_TRACKING_USERNAME
Settings as each marketplace publishes them. Asking for fewer is not better in itself.
What it can do: dominodatalab · What it can do: io.github.us-all/mlflow · Compare two other plugins
Data comes from the public marketplace file https://github.com/anthropics/claude-plugins-official/blob/HEAD/.claude-plugin/marketplace.json. Data comes from the public marketplace file https://github.com/anthropics/claude-plugins-community/blob/HEAD/.claude-plugin/marketplace.json. 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.