Kagi Search vs okl — Observed Knowledge Ledger
Kagi Search is an MCP server published by kagisearch. Marketplaces we read that list it: 1 (Docker MCP Catalog). okl — Observed Knowledge Ledger is an MCP server published by emeraldleaf. Marketplaces we read that list it: 2 (Official MCP Registry, Community GitHub marketplaces). As of our marketplace pass on 2026-10-13. 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
| Marketplace |  Kagi Search |  okl — Observed Knowledge Ledger |
|---|---|---|
| Docker MCP Catalog | Listed Version: sha256:c26439346cd6 Forks (GitHub): 48 Pulls (Docker Hub): 19 843 Stars (Docker Hub): 1 Stars (GitHub): 541 Not marked · First seen |
Not listed |
| Official MCP Registry | Not listed | Listed Version: 0.8.7 Downloads/month (PyPI): 1 293 Downloads/week (PyPI): 1 005 Forks (GitHub): 1 Stars (GitHub): 1 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
| Fact | Kagi Search | okl — Observed Knowledge Ledger |
|---|---|---|
| Marketplaces that list it (differs) | 1 (worse) | 2 (better) |
| Stars (GitHub) (differs) | 541 (better) | 1 (worse) |
| Pulls (Docker Hub) (differs) | 19 843 | No figure on Docker Hub |
| Forks (GitHub) (differs) | 48 (better) | 1 (worse) |
| Last release (differs) | Not published | 2026-10-12 |
| Where it runs (differs) | On your machine (mcp/kagisearch) | On your machine (observed-knowledge-ledger) |
| Transport | stdio | stdio |
| Tools it declares (differs) | 2 | Not published |
| Environment variables it asks for (differs) | 2, secrets among them: 1 | Not published |
| Hooks it runs (differs) | Not published | 2 |
| Parts of the bundle (differs) | Not a bundle | 9 |
| Licence (differs) | MIT | Not stated |
| Repository (differs) | github.com/kagisearch/kagimcp | github.com/emeraldleaf/okl |
| Changes in the last 7 days (differs) | 0 | 3 |
| First seen | 2026-10-11 | 2026-10-11 |
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
The Official Model Context Protocol (MCP) server for Kagi Search & other tools.
okl — Observed Knowledge Ledger
Lessons your coding agent can trust: briefed before each task, proven by checks, flagged on change.
How to run each
Kagi Search As a local MCP server: Docker image
claude mcp add --env "KAGI_API_KEY=<YOUR_KAGI_API_KEY>" --transport stdio kagisearch -- docker run -i --rm -e KAGI_API_KEY mcp/kagisearchRequires: KAGI_API_KEY (secret)
okl — Observed Knowledge Ledger As a local MCP server: PyPI package
claude mcp add --transport stdio okl -- uvx --with "mcp>=1.2" observed-knowledge-ledger mcpCommands built only from what the marketplaces declare; the full set for every client is on each card.
Tools each declares
The marketplaces of okl — Observed Knowledge Ledger publish no list of tools, so we do not compare tools.
Settings each asks for
The marketplaces of okl — Observed Knowledge Ledger publish no settings it asks for, so we do not compare settings.
What it can do: Kagi Search · What it can do: okl — Observed Knowledge Ledger · 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. Data comes from public marketplace files in GitHub repositories of their authors. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.