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Opik vs Audio 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)). Audio MCP is an MCP server published by mshark1. Marketplaces we read that list it: 2 (Official MCP Registry, PyPI (MCP servers)). As of our marketplace pass on 2026-10-29. 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
MarketplaceOpikAudio MCP
Official MCP Registry Listed
Version: 3.0.8
Downloads/month (PyPI): 3 591
Downloads/week (PyPI): 814
Forks (GitHub): 37
Stars (GitHub): 225
Not marked · First seen
Listed
Version: 0.4.0
Downloads/month (PyPI): 0
Downloads/week (PyPI): 218
Forks (GitHub): 0
Stars (GitHub): 0
Not marked · First seen
Docker MCP Catalog Listed
Version: sha256:0e0d7d33d5eb
Forks (GitHub): 37
Pulls (Docker Hub): 17 268
Stars (Docker Hub): 1
Stars (GitHub): 225
Not marked · First seen
Not listed
PyPI (MCP servers) Listed
Version: 3.0.8
Downloads/month (PyPI): 3 591
Downloads/week (PyPI): 814
Forks (GitHub): 37
Stars (GitHub): 225
Not marked · First seen
Listed
Version: 0.4.0
Downloads/month (PyPI): 0
Downloads/week (PyPI): 218
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

Opik vs Audio MCP
FactOpikAudio MCP
Marketplaces that list it (differs)3 (better)2 (worse)
Stars (GitHub) (differs)225 (better)0 (worse)
Pulls (Docker Hub) (differs)17 268No figure on Docker Hub
Forks (GitHub) (differs)37 (better)0 (worse)
Last release (differs)2026-10-28 (better)2026-10-17 (worse)
Where it runs (differs)Remote server or your machineOn your machine (audio-mcp)
Transport (differs)Streamable HTTP, stdiostdio
Tools it declares (differs)13Not published
Environment variables it asks for (differs)4, secrets among them: 12, secrets among them: 0
Licence (differs)Apache-2.0MIT
Repository (differs)github.com/comet-ml/opik-mcpgithub.com/mshark1/audio-mcp
Changes in the last 7 days (differs)41
First seen (differs)2026-10-112026-10-13
Endpoint at the last check (differs)Responded 13 h ago, requires a keyno 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.

Audio MCP

In its own words, on Official MCP Registry:

Audio perception for AI agents: measure, see, compare, edit and synthesize sound locally.

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)

Audio MCP As a local MCP server: PyPI package

Claude Code
claude mcp add --transport stdio audio-mcp -- uvx audio-mcp

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 Audio 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 Audio MCP asks for

  • AUDIO_MCP_ALLOWED_DIRS
  • AUDIO_MCP_MAX_SECONDS

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

What it can do: Opik · What it can do: Audio 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