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Comparison

io.github.runapi-builder/runapi-mcp vs io.github.shalevshalit/image-recognition-mcp

io.github.runapi-builder/runapi-mcp is an MCP server published by runapi-builder. Marketplaces we read that list it: 1 (Official MCP Registry). io.github.shalevshalit/image-recognition-mcp is an MCP server published by shalevshalit. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-18. 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.runapi-builder/runapi-mcpio.github.shalevshalit/image-recognition-mcp
Official MCP Registry Listed
Version: 0.16.0
Downloads/month (npm): 2 020
Downloads/week (npm): 139
Forks (GitHub): 0
Stars (GitHub): 55
Not marked · First seen
Listed
Version: 1.0.0
Downloads/month (npm): 165
Downloads/week (npm): 19
Forks (GitHub): 3
Stars (GitHub): 5
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.runapi-builder/runapi-mcp vs io.github.shalevshalit/image-recognition-mcp
Factio.github.runapi-builder/runapi-mcpio.github.shalevshalit/image-recognition-mcp
Marketplaces that list it11
Stars (GitHub) (differs)55 (better)5 (worse)
Forks (GitHub) (differs)0 (worse)3 (better)
Last release (differs)2026-10-15Not published
Where it runs (differs)Remote server (mcp.runapi.ai/mcp)On your machine (image-recognition-mcp)
Transport (differs)Streamable HTTPstdio
Tools it declaresNot publishedNot published
Environment variables it asks for1, secrets among them: 11, secrets among them: 1
LicenceNot statedNot stated
Repository (differs)github.com/runapi-ai/mcpgithub.com/mcp-s-ai/image-recognition-mcp
Changes in the last 7 days (differs)10
First seen2026-10-112026-10-11
Endpoint at the last check (differs)Responded 5 days agono 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

io.github.runapi-builder/runapi-mcp

In its own words, on Official MCP Registry:

130+ AI models for image, video, music, and audio — 18 model families, one RunAPI account.

io.github.shalevshalit/image-recognition-mcp

In its own words, on Official MCP Registry:

MCP server for AI-powered image recognition and description using OpenAI vision models.

How to run each

io.github.runapi-builder/runapi-mcp As a remote MCP server

Claude Code
claude mcp add --transport http runapi-mcp https://mcp.runapi.ai/mcp

Requires: RUNAPI_API_KEY (secret)

io.github.shalevshalit/image-recognition-mcp As a local MCP server: npm package

Claude Code
claude mcp add --env "OPENAI_API_KEY=<YOUR_OPENAI_API_KEY>" --transport stdio image-recognition-mcp -- npx -y image-recognition-mcp

Requires: OPENAI_API_KEY (secret)

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

Only io.github.runapi-builder/runapi-mcp 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

Only io.github.runapi-builder/runapi-mcp asks for

  • RUNAPI_API_KEY (secret)

Only io.github.shalevshalit/image-recognition-mcp asks for

  • OPENAI_API_KEY (secret)

Settings as each marketplace publishes them. Asking for fewer is not better in itself.

What it can do: io.github.runapi-builder/runapi-mcp · What it can do: io.github.shalevshalit/image-recognition-mcp · Compare two other plugins

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