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Keboola vs Inventory Intelligence & Optimizer

Keboola is an MCP server published by keboola. Marketplaces we read that list it: 1 (Docker MCP Catalog). Inventory Intelligence & Optimizer is an MCP server published by saifs.ai. 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

Where each is published
MarketplaceKeboolaInventory Intelligence & Optimizer
Docker MCP Catalog Listed
Version: sha256:1089ff9910ee
Forks (GitHub): 23
Pulls (Docker Hub): 14 133
Stars (Docker Hub): 0
Stars (GitHub): 85
Not marked · First seen
Not listed
Official MCP Registry Not listed Listed
Version: 1.0.1
Forks (GitHub): 0
Stars (GitHub): 0
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

Keboola vs Inventory Intelligence & Optimizer
FactKeboolaInventory Intelligence & Optimizer
Marketplaces that list it11
Stars (GitHub) (differs)85 (better)0 (worse)
Pulls (Docker Hub) (differs)14 133No figure on Docker Hub
Forks (GitHub) (differs)23 (better)0 (worse)
Last release (differs)Not published2026-10-21
Where it runs (differs)On your machine (mcp/keboola-mcp)Remote server (inventory-optimizer-mcp.saifs.ai/mcp)
Transport (differs)stdioStreamable HTTP
Tools it declares (differs)33Not published
Environment variables it asks for (differs)2, secrets among them: 1Not published
Licence (differs)MITNot stated
Repository (differs)github.com/keboola/mcp-servergithub.com/saify-technologies/saifs-ai-mcps-docs
Changes in the last 7 days (differs)02
First seen2026-10-112026-10-11
Endpoint at the last check (differs)no remote endpoint we checkNot responding since 2026-10-19

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

In its own words, on Docker MCP Catalog:

Keboola MCP Server is an open-source bridge between your Keboola project and modern AI tools.

Inventory Intelligence & Optimizer

In its own words, on Official MCP Registry:

Analyze inventory levels and optimize stock allocation to reduce waste and avoid stockouts.

How to run each

Keboola As a local MCP server: Docker image

Claude Code
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-mcp

Requires: KBC_STORAGE_TOKEN (secret)

Inventory Intelligence & Optimizer As a remote MCP server

Claude Code
claude mcp add --transport http inventory-intelligence-optimizer https://inventory-optimizer-mcp.saifs.ai/mcp

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

Only Inventory Intelligence & Optimizer has a remote endpoint we check. How we check endpoints

Tools each declares

The marketplaces of Inventory Intelligence & Optimizer publish no list of tools, so we do not compare tools.

Settings each asks for

The marketplaces of Inventory Intelligence & Optimizer publish no settings it asks for, so we do not compare settings.

What it can do: Keboola · What it can do: Inventory Intelligence & Optimizer · 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.

Where the data comes from: how the catalog is built