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Comparison

RetrainMap ETP programs (U.S. DOL Training Provider Results) vs Opik

RetrainMap ETP programs (U.S. DOL Training Provider Results) is an MCP server published by retrainmap.com. Marketplaces we read that list it: 1 (Official MCP Registry). Opik is an MCP server published by comet-ml. Marketplaces we read that list it: 2 (Official MCP Registry, Docker MCP Catalog). As of our marketplace pass on 2026-10-20. 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
MarketplaceRetrainMap ETP programs (U.S. DOL Training Provider Results)Opik
Official MCP Registry Listed
Version: 1.0.0
No figure published
Not marked · First seen
Listed
Version: 3.0.6
Downloads/month (PyPI): 3 591
Downloads/week (PyPI): 1 906
Forks (GitHub): 41
Stars (GitHub): 223
Not marked · First seen
Docker MCP Catalog Not listed Listed
Version: sha256:0e0d7d33d5eb
Forks (GitHub): 41
Pulls (Docker Hub): 17 031
Stars (Docker Hub): 1
Stars (GitHub): 223
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

RetrainMap ETP programs (U.S. DOL Training Provider Results) vs Opik
FactRetrainMap ETP programs (U.S. DOL Training Provider Results)Opik
Marketplaces that list it (differs)1 (worse)2 (better)
Stars (GitHub) (differs)No figure on GitHub223
Pulls (Docker Hub) (differs)No figure on Docker Hub17 031
Forks (GitHub) (differs)No figure on GitHub41
Last release (differs)Not published2026-10-19
Where it runs (differs)Remote server (mcp.apify.com)Remote server or your machine
Transport (differs)Streamable HTTPStreamable HTTP, stdio
Tools it declares (differs)Not published13
Environment variables it asks for (differs)Not published4, secrets among them: 1
Licence (differs)Not statedApache-2.0
Repository (differs)Not statedgithub.com/comet-ml/opik-mcp
Changes in the last 7 days (differs)01
First seen2026-10-112026-10-11
Endpoint at the last check (differs)Responded 2 days ago, requires a keyResponded 4 days ago, requires a key

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

RetrainMap ETP programs (U.S. DOL Training Provider Results)

In its own words, on Official MCP Registry:

Apify MCP: retrainmap/etp-programs - 70,000+ U.S. WIOA training programs, DOL outcomes and costs

Opik

In its own words, on Official MCP Registry:

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

How to run each

RetrainMap ETP programs (U.S. DOL Training Provider Results)

No data for an automatic command: what its marketplaces declare does not say unambiguously how to connect it.

Requires: Authorization header

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)

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

Both endpoints responded at the last daily check. How we check endpoints

Tools each declares

The marketplaces of RetrainMap ETP programs (U.S. DOL Training Provider Results) publish no list of tools, so we do not compare tools.

Settings each asks for

The marketplaces of RetrainMap ETP programs (U.S. DOL Training Provider Results) publish no settings it asks for, so we do not compare settings.

What it can do: RetrainMap ETP programs (U.S. DOL Training Provider Results) · What it can do: Opik · 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. 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