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Kagi Search vs Opik

Kagi Search is an MCP server published by kagisearch. Marketplaces we read that list it: 1 (Docker MCP Catalog). 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 2026-10-17. 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
MarketplaceKagi SearchOpik
Docker MCP Catalog Listed
Version: sha256:c26439346cd6
Forks (GitHub): 49
Pulls (Docker Hub): 19 872
Stars (Docker Hub): 1
Stars (GitHub): 544
Not marked · First seen
Listed
Version: sha256:0e0d7d33d5eb
Forks (GitHub): 38
Pulls (Docker Hub): 16 976
Stars (Docker Hub): 1
Stars (GitHub): 222
Not marked · First seen
Official MCP Registry Not listed Listed
Version: 3.0.5
Downloads/month (PyPI): 3 591
Downloads/week (PyPI): 1 906
Forks (GitHub): 38
Stars (GitHub): 222
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

Kagi Search vs Opik
FactKagi SearchOpik
Marketplaces that list it (differs)1 (worse)2 (better)
Stars (GitHub) (differs)544 (better)222 (worse)
Pulls (Docker Hub) (differs)19 872 (better)16 976 (worse)
Forks (GitHub) (differs)49 (better)38 (worse)
Last releaseNot publishedNot published
Where it runs (differs)On your machine (mcp/kagisearch)Remote server or your machine
Transport (differs)stdioStreamable HTTP, stdio
Tools it declares (differs)213
Environment variables it asks for (differs)2, secrets among them: 14, secrets among them: 1
Licence (differs)MITApache-2.0
Repository (differs)github.com/kagisearch/kagimcpgithub.com/comet-ml/opik-mcp
Changes in the last 7 days00
First seen2026-10-112026-10-11
Endpoint at the last check (differs)no remote endpoint we checkResponded 42 h 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

Kagi Search

In its own words, on Docker MCP Catalog:

The Official Model Context Protocol (MCP) server for Kagi Search & other tools.

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

Kagi Search As a local MCP server: Docker image

Claude Code
claude mcp add --env "KAGI_API_KEY=<YOUR_KAGI_API_KEY>" --transport stdio kagisearch -- docker run -i --rm -e KAGI_API_KEY mcp/kagisearch

Requires: KAGI_API_KEY (secret)

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.

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

Tools each declares

Only Kagi Search declares

  • kagi_search_fetch
  • kagi_summarizer

Only Opik declares

  • add-trace-feedback
  • create-project
  • create-prompt
  • get-prompt-version
  • get-prompts
  • get-trace-by-id
  • get-trace-stats
  • get-trace-threads
  • list-projects
  • list-traces
  • opik-integration-docs
  • save-prompt-version
Show the remaining 1
  • search-traces

Both declare

None

Tool names as each marketplace publishes them. More tools is not better in itself: compare what each needs for the job.

Settings each asks for

Only Kagi Search asks for

  • KAGI_API_KEY (secret)
  • KAGI_SUMMARIZER_ENGINE

Only Opik asks for

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

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

What it can do: Kagi Search · What it can do: Opik · Compare two other plugins

Data comes from the Docker MCP Catalog (desktop.docker.com/mcp/catalog) and Docker Hub. 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