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Comparison

Opik vs io.github.runapi-builder/qwen-2-mcp

Opik is an MCP server published by comet-ml. Marketplaces we read that list it: 3 (Official MCP Registry, Docker MCP Catalog, PyPI (MCP servers)). io.github.runapi-builder/qwen-2-mcp is an MCP server published by runapi-builder. 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
MarketplaceOpikio.github.runapi-builder/qwen-2-mcp
Official MCP Registry Listed
Version: 3.0.7
Downloads/month (PyPI): 3 591
Downloads/week (PyPI): 814
Forks (GitHub): 37
Stars (GitHub): 225
Not marked · First seen
Listed
Version: 0.2.1
Downloads/month (npm): 549
Downloads/week (npm): 80
Forks (GitHub): 0
Stars (GitHub): 0
Not marked · First seen
Docker MCP Catalog Listed
Version: sha256:0e0d7d33d5eb
Forks (GitHub): 37
Pulls (Docker Hub): 17 237
Stars (Docker Hub): 1
Stars (GitHub): 225
Not marked · First seen
Not listed
PyPI (MCP servers) Listed
Version: 3.0.7
Downloads/month (PyPI): 3 591
Downloads/week (PyPI): 814
Forks (GitHub): 37
Stars (GitHub): 225
Not marked · First seen
Not listed

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

Opik vs io.github.runapi-builder/qwen-2-mcp
FactOpikio.github.runapi-builder/qwen-2-mcp
Marketplaces that list it (differs)3 (better)1 (worse)
Stars (GitHub) (differs)225 (better)0 (worse)
Pulls (Docker Hub) (differs)17 237No figure on Docker Hub
Forks (GitHub) (differs)37 (better)0 (worse)
Last release (differs)2026-10-24 (better)2026-10-22 (worse)
Where it runs (differs)Remote server or your machineOn your machine (@runapi.ai/qwen-2-mcp)
Transport (differs)Streamable HTTP, stdiostdio
Tools it declares (differs)13Not published
Environment variables it asks for (differs)4, secrets among them: 11, secrets among them: 1
Licence (differs)Apache-2.0Not stated
Repository (differs)github.com/comet-ml/opik-mcpgithub.com/runapi-ai/qwen-2-mcp
Changes in the last 7 days (differs)41
First seen2026-10-112026-10-11
Endpoint at the last check (differs)Not responding since 2026-10-21no 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

Opik

In its own words, on Official MCP Registry:

Read and score Opik traces, experiments, datasets and prompts from your AI assistant.

io.github.runapi-builder/qwen-2-mcp

In its own words, on Official MCP Registry:

RunAPI MCP server for Qwen 2: create tasks, poll status, check pricing.

How to run each

Opik As a remote MCP server

Claude Code
claude mcp add --transport http opik-mcp https://www.comet.com/opik/api/v1/mcp

Requires: OPIK_API_KEY (secret)

io.github.runapi-builder/qwen-2-mcp As a local MCP server: npm package

Claude Code
claude mcp add --env "RUNAPI_API_KEY=<YOUR_RUNAPI_API_KEY>" --transport stdio qwen-2-mcp -- npx -y @runapi.ai/qwen-2-mcp

Requires: RUNAPI_API_KEY (secret)

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

Only Opik has a remote endpoint we check. How we check endpoints

Tools each declares

The marketplaces of io.github.runapi-builder/qwen-2-mcp publish no list of tools, so we do not compare tools.

Settings each asks for

Only Opik asks for

  • COMET_URL_OVERRIDE
  • OPIK_API_BASE_URL
  • OPIK_API_KEY (secret)
  • OPIK_URL
  • OPIK_WORKSPACE
  • OPIK_WORKSPACE_NAME

Only io.github.runapi-builder/qwen-2-mcp asks for

  • RUNAPI_API_KEY (secret)

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

What it can do: Opik · What it can do: io.github.runapi-builder/qwen-2-mcp · Compare two other plugins

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. Package data comes from the Python Package Index (pypi.org). 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