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aito vs io.github.schemacrawler/schemacrawler-ai

aito is a plugin bundle for AI coding tools published by Aito. Marketplaces we read that list it: 1 (Community GitHub marketplaces). io.github.schemacrawler/schemacrawler-ai is an MCP server published by schemacrawler. Marketplaces we read that list it: 2 (Official MCP Registry, Docker MCP Catalog). As of our marketplace pass on 2026-10-17. 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
Marketplaceaitoio.github.schemacrawler/schemacrawler-ai
Community marketplace aitodotai/aito-python-tools Listed
Version: 0.1.0
Forks (GitHub): 0
Stars (GitHub): 5
Not marked · First seen
Not listed
Official MCP Registry Not listed Listed
Version: v17.16.0-1
Forks (GitHub): 4
Stars (GitHub): 12
Not marked · First seen
Docker MCP Catalog Not listed Listed
Version: sha256:3321b42e2bb8
Forks (GitHub): 4
Pulls (Docker Hub): 13 753
Stars (Docker Hub): 2
Stars (GitHub): 12
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

aito vs io.github.schemacrawler/schemacrawler-ai
Factaitoio.github.schemacrawler/schemacrawler-ai
Marketplaces that list it (differs)1 (worse)2 (better)
Stars (GitHub) (differs)5 (worse)12 (better)
Pulls (Docker Hub) (differs)No figure on Docker Hub13 753
Forks (GitHub) (differs)0 (worse)4 (better)
Last release (differs)Not published2026-10-14
Where it runs (differs)On your machine (aitoai)On your machine (schemacrawler/schemacrawler-ai:17.16.0-1)
Transport (differs)Not statedstdio
Tools it declares (differs)Not published8
Environment variables it asks for (differs)Not published13, secrets among them: 2
Parts of the bundle (differs)2Not a bundle
Licence (differs)MITNOASSERTION
Repository (differs)github.com/aitodotai/aito-python-toolsgithub.com/schemacrawler/schemacrawler-ai
Changes in the last 7 days22
First seen (differs)2026-10-132026-10-11

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

aito

In its own words, on Community GitHub marketplaces:

Add a predictive feature with Aito where it fits, and say so where it does not: a fit check, a schema from your table, a threshold checked on held-out rows, and the aito MCP server.

io.github.schemacrawler/schemacrawler-ai

In its own words, on Official MCP Registry:

Enables natural language schema queries — explore tables, keys, procedures, and get SQL help fast

How to run each

aito As a Claude Code plugin

Claude Code
/plugin marketplace add aitodotai/aito-python-tools
/plugin install aito@aito

io.github.schemacrawler/schemacrawler-ai As a local MCP server: Docker image

Claude Code
claude mcp add --env "SCHCRWLR_DATABASE_PASSWORD=<YOUR_SCHCRWLR_DATABASE_PASSWORD>" --env "SCHCRWLR_DATABASE_USER=<YOUR_SCHCRWLR_DATABASE_USER>" --transport stdio schemacrawler-ai -- docker run -i --rm -e SCHCRWLR_DATABASE_PASSWORD -e SCHCRWLR_DATABASE_USER schemacrawler/schemacrawler-ai:17.16.0-1

Requires: SCHCRWLR_DATABASE_PASSWORD (secret), SCHCRWLR_DATABASE_USER (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 aito publish no list of tools, so we do not compare tools.

Settings each asks for

The marketplaces of aito publish no settings it asks for, so we do not compare settings.

What it can do: aito · What it can do: io.github.schemacrawler/schemacrawler-ai · Compare two other plugins

Data comes from public marketplace files in GitHub repositories of their authors. Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Data comes from the Docker MCP Catalog (desktop.docker.com/mcp/catalog) and Docker Hub. 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