okf · open knowledge format

Expertise, installable.

Knowledge bundles for AI agents — published by the organizations that own the expertise, discoverable in one place, verifiable at install.

what install doesgoogle/stack-overflow

01resolvethe public registry maps the name to its GitHub repo

02verifythe publisher controls that GitHub org — checked, dated

03pincontent sha — frozen at publish; any change is a new tracked version

04installconcepts land in .claude/knowledge/ — other agents too

for organizations

Your customers are sending agents.

Agents compare products, read policies and evaluate APIs on behalf of the people who hire them. Publish the knowledge behind your organization in a format they can use.

reachhow an agent reads you

01publishyour expertise, once, in the open

02discovera customer’s agent finds it while researching

03readyour concepts — not a scraped copy of your site

04actanswers and actions grounded in your words

$npx okfhub add google/stack-overflow

livehttps://okfhub.io/api/mcp

Files land in your agent’s knowledge directory — .claude/knowledge/ for Claude Code, .cursor/knowledge/ for Cursor — or skip files and read live over MCP. details →

Explore knowledge Publish expertise

bundles — 7

asagajdaio.github.asagajda · 4 bundles

census-browser-automationPlaywright Page Object for data.census.gov state profiles — automate browsing US Census demographic data: navigate state profiles, read stats, interact with charts and search.14 conceptssha 39a67af6 checks passed— installs data-census-govKnowledge maps for data.census.gov — Page Objects and flows for the data-table, map-viewer, and landing page kinds; automate looking up census statistics by geography.261 conceptssha 80d37aa5 checks passed— installs idealista-browser-automationPlaywright Page Objects for idealista.com — automate Spanish property search: browse listings, search results, filter, paginate, view listing details, contact advertisers.29 conceptssha f4cdcf16 checks passed— installs okf-pro-samplePaid private repo sample0 concepts0 checks passed— installs

googleio.github.google · 3 bundles

bitcoin-public-datasetsBitcoin public datasets — tables (blocks, transactions, inputs, outputs) and references for on-chain analytics on BigQuery.5 conceptssha d44368c6 checks passed— installs ga4-ecommerceGA4 Google Merchandise Store e-commerce dataset — tables, metrics, and join references.11 conceptssha d44368c6 checks passed— installs stack-overflowStack Overflow public dataset — tables (posts, users, votes, comments, badges), metrics, and join references for the Q&A platform.49 conceptssha d44368c6 checks passed— installs

A curated registry — every bundle here is published by its author or maintainer. Not a dump of everything that conforms to the format. Publish yours →

for organizations

Your knowledge has a new audience.

Your agents

Give internal agents a canonical source of organizational knowledge.

Your customers’ agents

Let agents acting on behalf of your customers understand your products, policies and APIs directly.

Your developers

Portable, versioned knowledge instead of another proprietary documentation system.

Your business

Understand how agents discover and use your expertise — agent analytics, coming soon.

roadmap

What’s next

now

public bundles
GitHub + DNS verification
OKF validation
CLI + live MCP

private bundles
paid access via Polar
prompt-injection checks
freshness monitoring

later

agent analytics
publisher attribution
commercial knowledge

Later is a thesis about where the agent web is going — not a promise.

The web was built for people.
Knowledge can now speak to agents.

Expertise, installable.

The web’s next reader isn’t human.

Your customers are sending agents.

Skills are verbs. Bundles are nouns.

Don’t trust the registry. Verify the source.

Install expertise. Keep it current.