Getting it into your agent
It runs from inside its repository, so the clone comes first — what it calls does not travel with the file alone.
git clone --depth 1 https://github.com/lorsabyan/okf-skillnpx agentmods add skills/lorsabyan/okf-skill/okfWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/lorsabyan/okf-skill/okf)<a href="https://agentmods.dev/skills/lorsabyan/okf-skill/okf"><img src="https://agentmods.dev/badge/skills/lorsabyan/okf-skill/okf/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/lorsabyan/okf-skill/okf"><img src="https://agentmods.dev/badge/skills/lorsabyan/okf-skill/okf.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00163 | $0.04247 |
| Opus 5.5 | $0.00065 | $0.01699 |
| Sonnet 5.5 | $0.00033 | $0.00849 |
| Haiku 4.5 | $0.00016 | $0.00425 |
Grade A, and why
okf scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 360 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Open Knowledge Format (OKF)
OKF v0.2 is a vendor-neutral format for representing knowledge — the metadata,
context, and curated insight around data and systems — as plain markdown files
with YAML frontmatter, organized in a directory tree called a bundle.
No SDK, no registry, no required tooling: if you can read a file you can
consume OKF, and if you can git clone you can ship it.
The full specification is in references/SPEC.md. Read it when you need exact rules (reserved filenames, conformance, attested-computation contracts, versioning). This file covers the 90% you need for day-to-day work.
This skill targets v0.2. v0.1 bundles are still valid input — see Reading v0.1 bundles at the end.
Core model
- Bundle — a directory tree of
.mdfiles. The unit of distribution. - Concept — one markdown file describing one unit of knowledge (a table,
a metric, an API, a playbook, an idea). Its concept ID is the file path
without
.md(e.g.tables/users.md→tables/users). - Reserved filenames —
index.md(directory listing) andlog.md(change history) are never concept docs. - Links — standard markdown links between concepts express relationships; the surrounding prose conveys the relationship's meaning. Broken links are legal (they mark not-yet-written knowledge).
Concept document format
Every concept file = YAML frontmatter + markdown body:
---
type: BigQuery Table # REQUIRED — the only required field
title: Customer Orders # recommended: display name
description: One row per completed customer order. # recommended: one line
resource: https://console.cloud.google.com/bigquery?p=acme&d=sales&t=orders
tags: [sales, orders]
generated: { by: reference_agent/gemini-2.5-pro, at: 2026-07-13T00:00:00Z }
verified: { by: human:ahormati, at: 2026-07-14T09:00:00Z }
status: stable # draft | stable | deprecated
stale_after: 2026-12-31T00:00:00Z # absolute instant; stale when now >= this
sources:
- id: bq-schema
resource: https://console.cloud.google.com/bigquery?p=acme&d=sales&t=orders
title: BigQuery table schema
author: team:data-platform
last_modified: 2026-07-01T00:00:00Z
# any extra producer-defined keys are allowed
---
One row per completed customer order across web, mobile, and marketplace
channels. The grain is the order, not the line item — per-line detail lives in
[order_lines](order_lines.md). Covers 2019-01-01 onward.[^bq-schema]
# Schema
| Column | Type | Description |
|---------------|--------|-------------------------------------------------|
| `order_id` | STRING | Unique order identifier. |
| `customer_id` | STRING | FK to [customers](customers.md). |
# Common query patterns
```sql
SELECT COUNT(*) FROM `acme.sales.orders`;
```
[^bq-schema]: BigQuery table schema
What ships with it
3 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 2mo ago First seen · 360 lines · 163 tokens per session scan A e0394020f83b
okf is a skill published in the GitHub repository lorsabyan/okf-skill (6 stars, last pushed 2mo ago), licensed Apache-2.0. It adds 163 tokens to every session and 4,247 once invoked, about $0.0007 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
okf compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| okflorsabyan/okf-skill | Skill | 6 | 2mo ago | Apache-2.0 | A | 163 | Claude Code, Codex |
| backfillscaccogatto/okf-skills | Skill | 439 | 3d ago | MIT | A | 80 | Claude Code |
| okfscaccogatto/okf-skills | Skill | 439 | 3d ago | MIT | A | 127 | Claude Code, Codex |
| validatescaccogatto/okf-skills | Skill | 439 | 3d ago | MIT | A | 82 | Claude Code |
| visualizescaccogatto/okf-skills | Skill | 439 | 3d ago | MIT | A | 111 | Claude Code |
| okf-proserradura/okf | Skill | 183 | 2mo ago | Apache-2.0 | A | 56 | Claude Code |
| ingestboykush/scraps | Skill | 45 | yesterday | MIT | A | 62 | Claude Code |