a-karpathy · community
A personal knowledge graph of ML concepts, papers, and intuitions — the wiki-for-agents pattern that inspired OKF.
--- type: reference title: Research Wiki (Karpathy-style) tags: [ml, research] ---
Barras Industries — OKFIND · Open Knowledge Format · v0.1
Not live yet — concept preview
OKFIND is an open registry for OKF bundles — directories of plain markdown with YAML frontmatter. Fetch one, point an agent at it, done. No SDK, no service, no lock-in.
This is an early preview. The catalogue below shows what's coming — the live registry isn't open yet. Leave your email and we'll tell you the moment it is.
Installing will look like okfind add google-cloud/bigquery-public — planned, not live yet.
Preview bundles
12
Sample concepts
898
Sample producers
9
Every concept is a readable .md file. Open it in any editor, render it on GitHub, ingest it straight into context.
A bundle is a directory. Ship it as a tarball, host it in a git repo, mount it on a filesystem. Diffs and pull requests just work.
A handful of YAML keys — type, title, tags, resource, timestamp — make bundles queryable and interoperable across agents.
Preview catalogue
Preview catalogue.
12 of 12 bundles
a-karpathy · community
A personal knowledge graph of ML concepts, papers, and intuitions — the wiki-for-agents pattern that inspired OKF.
--- type: reference title: Research Wiki (Karpathy-style) tags: [ml, research] ---
google-cloud · verified producer
Curated catalog of public datasets — schemas, column semantics, and example queries an agent can run against BigQuery.
--- type: dataset title: BigQuery Public Datasets tags: [bigquery, sql] ---
fieldnote-labs · verified producer
Every Stripe object — Charges, Subscriptions, Invoices, Webhooks — as cross-linked concepts with request and response shapes.
--- type: api title: Stripe API Concepts tags: [payments, rest] ---
oncall-coop · verified producer
CrashLoopBackOff, OOMKills, pending pods, and node pressure — diagnosis trees plus the kubectl every agent should know.
--- type: runbook title: Kubernetes Operations Wiki tags: [kubernetes, ops] ---
oncall-coop · verified producer
Battle-tested runbooks for diagnosing replication lag, bloat, lock contention, and failover on production Postgres.
--- type: runbook title: SRE Runbooks · Postgres tags: [postgres, sre] ---
oncall-coop · verified producer
Severity ladders, comms templates, and step-by-step playbooks for incident commanders during a live outage.
--- type: playbook title: Incident Response Playbooks tags: [incident, sev1] ---
northstar-data · community
Canonical definitions for activation, retention, NRR, and payback — each with its SQL, owner, and the dashboards it feeds.
--- type: metric title: Growth Metrics Glossary tags: [metrics, growth] ---
northstar-data · verified producer
Models, sources, and metrics exported from a dbt project — every measure linked to the tables and tests behind it.
--- type: metric title: dbt Semantic Layer Export tags: [dbt, semantic-layer] ---
counsel-stack · community
Standard and fallback clauses — indemnity, limitation of liability, IP assignment — with the playbook for negotiating each.
--- type: reference title: Contract Clause Library tags: [legal, contracts] ---
dataplex-export · verified producer
Automated export of a warehouse catalog: databases, schemas, tables, and lineage walked straight from information_schema.
--- type: dataset title: Snowflake → OKF Catalog tags: [snowflake, warehouse] ---
openhealth-io · community
Structured drug labels — indications, dosing, interactions, and contraindications — linked by active ingredient.
--- type: reference title: FDA Drug Label Reference tags: [health, fda] ---
terra-commons · community
Temperature, emissions, and sea-level datasets with provenance, units, and the caveats an agent must cite.
--- type: dataset title: Open Climate Data Catalog tags: [climate, open-data] ---
OKF is the format · OKFIND is the market layer
If your team keeps knowledge in Obsidian, Notion, MkDocs, or a folder of markdown an agent already reads — it's a few conventions away from being OKF. Publish it so every agent, not just yours, can use it.
type + title frontmatter to each conceptindex.md files for the hierarchyokfind publishOKFIND
a Barras Industries experiment
A concept registry built on the Open Knowledge Format, published by Google Cloud as a vendor-neutral way to represent knowledge as markdown.
Pre-launch preview · the registry isn't live yet. Listings, counts, trust scores, and okfind add commands are illustrative sample data shown to demonstrate the concept. The email signup is real.