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io.github.Stackbilt-dev/img-forge vs Model ID Cheatsheet

io.github.Stackbilt-dev/img-forge is an MCP server published by Stackbilt-dev. Marketplaces we read that list it: 1 (Official MCP Registry). Model ID Cheatsheet is an MCP server published by aezizhu. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-16. 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
Marketplaceio.github.Stackbilt-dev/img-forgeModel ID Cheatsheet
Official MCP Registry Listed
Version: 0.1.0
No figure published
Not marked · First seen
Listed
Version: 1.0.0
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

io.github.Stackbilt-dev/img-forge vs Model ID Cheatsheet
Factio.github.Stackbilt-dev/img-forgeModel ID Cheatsheet
Marketplaces that list it11
Stars (GitHub) (differs)No figure on GitHub0
Forks (GitHub) (differs)No figure on GitHub0
Last releaseNot publishedNot published
Where it runs (differs)Remote server (imgforge-mcp.stackbilder.com)Remote server (universal-model-registry-production.up.railway.app/sse)
Transport (differs)Streamable HTTPSSE
Tools it declaresNot publishedNot published
Environment variables it asks forNot publishedNot published
Licence (differs)Not statedMIT
Repository (differs)Not statedgithub.com/aezizhu/universal-model-registry
Changes in the last 7 days (differs)04
First seen2026-10-112026-10-11
Endpoint at the last check (differs)not checked yetAnswered with HTTP 404 (3 h ago)

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

io.github.Stackbilt-dev/img-forge

In its own words, on Official MCP Registry:

AI image generation across 5 quality tiers (SDXL to Gemini 3 Pro), 50 free credits on signup.

Model ID Cheatsheet

In its own words, on Official MCP Registry:

Accurate API model IDs, pricing, and specs for 46 models across 7 AI providers.

How to run each

io.github.Stackbilt-dev/img-forge As a remote MCP server

Claude Code
claude mcp add --transport http img-forge https://imgforge-mcp.stackbilder.com/

Model ID Cheatsheet As a remote MCP server

Claude Code
claude mcp add --transport sse model-id-cheatsheet https://universal-model-registry-production.up.railway.app/sse

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

Only Model ID Cheatsheet has a remote endpoint we check. How we check endpoints

Tools each declares

Neither one's marketplaces publish a list of tools, so there is nothing to compare.

Settings each asks for

Neither one's marketplaces publish the settings it asks for.

What it can do: io.github.Stackbilt-dev/img-forge · What it can do: Model ID Cheatsheet · Compare two other plugins

Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. 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.

Where the data comes from: how the catalog is built