okf-mcp-server

An MCP server that exposes Open Knowledge Format (OKF) bundles to agents — browse, search, read concepts, and audit trust and freshness.

An OKF bundle is a directory of markdown files with YAML frontmatter, each describing one concept: a dataset, table, metric, API, playbook, policy, or attested computation. This server lets an agent use one without being taught the format.

Built on @lorsabyan/okf-core.

Is this the one you want?

If you use Claude Code or Codex, probably not — use the OKF skill instead.

Your agent	Use	Why
Cursor, Windsurf, Zed, other MCP clients	this server	No skill support, so the format arrives as tools.
An agent with no filesystem access	this server	The skill needs to read files and run scripts; this works over a protocol.
Claude Code, Codex	the skill	Skills load automatically and carry the format itself, so the agent reads bundles with the file tools it already has.

That last row is measured rather than assumed. With the skill installed, a real Claude Code session answered a bundle question using the skill plus Read and Bash, making zero calls to this server. The skill triggers on any mention of OKF and prescribes a complete procedure, while MCP tools cost a ToolSearch round-trip before the first call. In that environment this server can only add latency, never capability — so installing both is worse than installing either.

Where there is no skill, the calculus inverts: this is the only thing that teaches the agent the format.

Install

In your MCP client's config:

{
  "mcpServers": {
    "okf": { "command": "npx", "args": ["-y", "okf-mcp-server"] }
  }
}

For Claude Code — worth repeating that the skill is the better fit there, so this is mainly for testing the server itself:

claude mcp add okf -- npx -y okf-mcp-server
claude mcp remove okf            # when you are done

Transport is stdio — bundles are read from the local filesystem, so this is a local integration with nothing to authenticate.

Tools

Every tool takes bundle_path, so no tool has to be called before another. There is no "active bundle" to set up and no ordering to get wrong.

Tool	Purpose
okf_open_bundle	What is in this bundle — concept count, types, groups, health summary. Start here.
okf_list_concepts	Browse, filtered by type, tag, status, or trust. Paginated.
okf_get_concept	Read one concept in full: frontmatter, provenance, computation contract, body, links.
okf_search	Full-text search across titles, ids, types, tags, descriptions, and bodies.
okf_health_report	Broken links, staleness, unverified and deprecated content, orphans.
okf_validate	Conformance against OKF v0.2 (spec §11).
okf_reload_bundle	Drop the cache after editing files on disk.

All are read-only. okf_reload_bundle only clears an in-process cache; nothing here writes.

Each returns both human-readable markdown and structuredContent, selectable with response_format.

What it surfaces that a plain file read does not

OKF v0.2 records whether a definition can be trusted, and this server puts those signals in front of the agent rather than leaving them buried in frontmatter:

• Trust tier (§5.3) — derived from verified: unverified, machine-confirmed, or human-reviewed.
• Staleness (§5.5) — whether a concept is past its author-chosen stale_after. Reported separately from aging (not updated in a year), because they are different claims: a concept can be two years old and deliberately current, or a week old and expired.
• Lifecycle status (§5.4) — deprecated content stays readable but is flagged.
• Provenance (§5.1) — the sources a concept derives from, with author and last-modified.
• Attested Computations (§10) — the sanctioned runtime, parameters, receipt fields, executor, and attester. The tool description states the rule the type exists to enforce: a caller may supply values for declared parameters and must never rewrite the computation.

okf_health_report accepts as_of so staleness questions have reproducible answers.

Try it

Against any OKF bundle:

git clone https://github.com/GoogleCloudPlatform/knowledge-catalog /tmp/kc
git -C /tmp/kc checkout 3fcbb9f

Then ask an agent something like "Open the bundle at /tmp/kc/okf/bundles/acme_retail — which metric is deprecated, and what replaced it?"

Development

npm install
npm run build
npm test            # builds, then runs node --test over dist
npm start           # speaks MCP on stdin/stdout
node dist/index.js --help

Inspect it interactively:

npx @modelcontextprotocol/inspector node dist/index.js

Evaluation

evaluation.xml holds ten questions over the upstream Acme Retail reference bundle, each needing several tool calls. Every answer was verified by driving this server over stdio, and the questions that involve staleness name an explicit as_of so the clock cannot change the answer.

License

Apache-2.0.