Wayfound vs data-science-team
Wayfound is an MCP server published by docker. Marketplaces we read that list it: 1 (Docker MCP Catalog). data-science-team is a plugin bundle for AI coding tools published by tonone-ai. Marketplaces we read that list it: 1 (Community GitHub marketplaces). As of our marketplace pass on 2026-11-09. 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 |  Wayfound | |
|---|---|---|
| Docker MCP Catalog | Listed Version: not stated No figure published Not marked · First seen |
Not listed |
| Community marketplace tonone-ai/tonone | Not listed | Listed Version: 1.19.0 Forks (GitHub): 11 Stars (GitHub): 77 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 | Wayfound | data-science-team |
|---|---|---|
| Marketplaces that list it | 1 | 1 |
| Stars (GitHub) (differs) | No figure on GitHub | 77 |
| Forks (GitHub) (differs) | No figure on GitHub | 11 |
| Last release | Not published | Not published |
| Where it runs (differs) | Remote server (app.wayfound.ai/sse) | Installs as a plugin bundle |
| Transport (differs) | SSE | Not stated |
| Tools it declares (differs) | 4 | Not published |
| Environment variables it asks for (differs) | 1, secrets among them: 1 | Not published |
| Licence (differs) | Apache-2.0 | MIT |
| Repository (differs) | Not stated | github.com/tonone-ai/tonone |
| Changes in the last 7 days (differs) | 0 | 2 |
| First seen (differs) | 2026-10-11 | 2026-11-09 |
| Endpoint at the last check (differs) | Responded 2 h ago, requires authentication | no remote endpoint we check |
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
Wayfound
Wayfound’s MCP server allows business users to govern, supervise, and improve AI Agents.
data-science-team
Data Science Team bundle — 10 agents: Cast, Feat, Fit, Score, Drift, Vect, Tune, Plot, Clean, Eval
How to run each
Wayfound As a remote MCP server
claude mcp add --transport sse wayfound https://app.wayfound.ai/sseRequires: MCP_API_KEY (secret)
data-science-team As a Claude Code plugin
/plugin marketplace add tonone-ai/tonone
/plugin install data-science-team@tonone-aiCommands built only from what the marketplaces declare; the full set for every client is on each card.
Only Wayfound has a remote endpoint we check. How we check endpoints
Tools each declares
The marketplaces of data-science-team publish no list of tools, so we do not compare tools.
Settings each asks for
The marketplaces of data-science-team publish no settings it asks for, so we do not compare settings.
What it can do: Wayfound · What it can do: data-science-team · Compare two other plugins
Data comes from the Docker MCP Catalog (desktop.docker.com/mcp/catalog) and Docker Hub. 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.