Keboola vs io.github.dunctk/refreshagent
Keboola is an MCP server published by keboola. Marketplaces we read that list it: 1 (Docker MCP Catalog). io.github.dunctk/refreshagent is an MCP server published by dunctk. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-13. 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 |  Keboola | |
|---|---|---|
| Docker MCP Catalog | Listed Version: sha256:1089ff9910ee Forks (GitHub): 24 Pulls (Docker Hub): 13 681 Stars (Docker Hub): 0 Stars (GitHub): 85 Not marked · First seen |
Not listed |
| Official MCP Registry | Not listed | Listed Version: 0.1.1 Downloads/month (npm): 377 Downloads/week (npm): 33 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 | Keboola | io.github.dunctk/refreshagent |
|---|---|---|
| Marketplaces that list it | 1 | 1 |
| Stars (GitHub) (differs) | 85 | No figure on GitHub |
| Pulls (Docker Hub) (differs) | 13 681 | No figure on Docker Hub |
| Forks (GitHub) (differs) | 24 | No figure on GitHub |
| Last release | Not published | Not published |
| Where it runs (differs) | On your machine (mcp/keboola-mcp) | On your machine (@refreshagent/mcp) |
| Transport | stdio | stdio |
| Tools it declares (differs) | 33 | Not published |
| Environment variables it asks for (differs) | 2, secrets among them: 1 | 1, secrets among them: 1 |
| Licence (differs) | MIT | Not stated |
| Repository (differs) | github.com/keboola/mcp-server | Not stated |
| 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
Keboola
Keboola MCP Server is an open-source bridge between your Keboola project and modern AI tools.
io.github.dunctk/refreshagent
Connect AI assistants to live Google Search Console and Analytics data through RefreshAgent.
How to run each
Keboola As a local MCP server: Docker image
claude mcp add --env "KBC_STORAGE_TOKEN=<YOUR_KBC_STORAGE_TOKEN>" --transport stdio keboola-mcp -- docker run -i --rm -e KBC_STORAGE_TOKEN mcp/keboola-mcpRequires: KBC_STORAGE_TOKEN (secret)
io.github.dunctk/refreshagent As a local MCP server: npm package
claude mcp add --env "REFRESHAGENT_API_KEY=<YOUR_REFRESHAGENT_API_KEY>" --transport stdio refreshagent -- npx -y @refreshagent/mcpRequires: REFRESHAGENT_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 io.github.dunctk/refreshagent publish no list of tools, so we do not compare tools.
Settings each asks for
Only Keboola asks for
KBC_STORAGE_TOKEN (secret)KBC_WORKSPACE_SCHEMA
Only io.github.dunctk/refreshagent asks for
REFRESHAGENT_API_KEY (secret)
Settings as each marketplace publishes them. Asking for fewer is not better in itself.
What it can do: Keboola · What it can do: io.github.dunctk/refreshagent · 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.