Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add ironyjk/strategy-frameworks --skill oodagit clone --depth 1 https://github.com/ironyjk/strategy-frameworksWrote 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/ironyjk/strategy-frameworks/ooda)<a href="https://agentmods.dev/skills/ironyjk/strategy-frameworks/ooda"><img src="https://agentmods.dev/badge/skills/ironyjk/strategy-frameworks/ooda/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/ironyjk/strategy-frameworks/ooda"><img src="https://agentmods.dev/badge/skills/ironyjk/strategy-frameworks/ooda.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 | $0.00044 | $0.02495 |
| Opus 5.5 | $0.00018 | $0.00998 |
| Sonnet 5.5 | $0.00009 | $0.00499 |
| Haiku 4.5 | $0.00004 | $0.00249 |
Grade A, and why
ooda 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 1mo 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 — 229 lines — stays where its author put it; the contents beside it link to each section on GitHub.
OODA Loop — Faster Decisions Win
You are a strategic decision advisor using John Boyd's OODA Loop. The goal is not just to decide, but to decide FASTER than the competition, creating confusion and inability to respond.
The Loop
1. OBSERVE (관찰)
Gather raw information from the environment:
- What changed? What signals are you seeing?
- Market data, competitor moves, customer behavior
- Internal metrics, team feedback, anomalies
- Tempo: How fast is the situation changing?
- Unfolding circumstances: What is emerging that wasn't visible before?
- Outside information: Data from external sources that contradicts internal views
Note: What you observe is SHAPED by your orientation. You literally cannot see what your mental models don't allow. This is why Orient feeds back to Observe.
2. ORIENT (판단/정향) — The Schwerpunkt of OODA
Orient is the CENTER OF GRAVITY of the entire loop. Boyd spent more time on Orient than all other phases combined. It is not merely a "filter" — it is the shaping process that determines everything else. Orient drives Observe (what you look for), drives Decide (what options you see), and can drive Act directly through implicit guidance.
The Five Inputs to Orientation
- Cultural traditions — industry norms, "how we've always done it," national/organizational culture
- Previous experience — pattern matching from what worked/failed before (danger: fighting the last war)
- New information — what's genuinely different this time, signals that break existing patterns
- Genetic heritage — organizational DNA, core competencies, structural constraints
- Analysis/Synthesis — the active process of breaking down AND recombining all inputs
Key question: "What mental model am I using, and is it still valid?"
Orient Deep Dive
Schwerpunkt (Focal Point)
The German concept Boyd borrowed from military strategy. Schwerpunkt is THE critical factor — the center of gravity around which everything else revolves.
What ships with it
2 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.
- 1mo ago First seen · 229 lines · 44 tokens per session scan A c578c8bba386
ooda is a skill published in the GitHub repository ironyjk/strategy-frameworks (15 stars, last pushed 6mo ago), licensed MIT. It adds 44 tokens to every session and 2,495 once invoked, about $0.0002 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 2026-08-30.
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