widen

widen is a skill for Claude Code from saadshahd/moo.md. It costs 39 tokens per session (443 once invoked), scanned A, original, MIT.

A reasoning skill for deriving a broader rule from real examples, including cases that reveal where an existing rule fails.

In plain words
What is it for?
Use it to collect relevant cases, identify the wrong and right outcomes, state the widest sound rule, and record its basis.
Why use it?
It helps create rules that cover the full class of relevant cases instead of only the examples that led to them.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the hope plugin — 20 skills, 1 command, 3 hooks shipped together

Good fit Use it to collect relevant cases, identify the wrong and right outcomes, state the widest sound rule, and record its basis.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/saadshahd/moo.md/widen
Install

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.

Any agent
npx skills add saadshahd/moo.md --skill widen
Clone the repo
git clone --depth 1 https://github.com/saadshahd/moo.md

Made for: Claude Code.

Or install hope, the plugin that ships this one along with the rest of its 20 skills, 1 command, 3 hooks.

Wrote 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.

agentmods badge for widen

README.md
[![agentmods](https://agentmods.dev/badge/skills/saadshahd/moo.md/widen/github.svg)](https://agentmods.dev/skills/saadshahd/moo.md/widen)
Your own site
<a href="https://agentmods.dev/skills/saadshahd/moo.md/widen"><img src="https://agentmods.dev/badge/skills/saadshahd/moo.md/widen/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.

agentmods 80×15 button for widen

Your own site · 80×15
<a href="https://agentmods.dev/skills/saadshahd/moo.md/widen"><img src="https://agentmods.dev/badge/skills/saadshahd/moo.md/widen.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 39 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 443 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00039 $0.00443
Opus 5 $0.00019 $0.00221
Sonnet 5 $0.00008 $0.00089
Haiku 4.5 $0.00004 $0.00044

Measured 2d ago against content hash 0a511325dcaa, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-09, from the pricing page.

Security

Grade A, and why

widen 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 2d 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.

hope/skills/widen/SKILL.md · 32 lines

What it actually says

Assemble

This runs inside one turn — nothing waits on the user.

Pull every real case the context holds — what the input shows, what the named files record, what memory and your own judgment place in the same class. State each case with the wrong answer it exhibits and the right answer it demands.

Induce

Do not summarize the cases. Induce the widest rule that gets every case in the set exactly right, and forbids the wrong answer each case exhibits.

Where a rule already existed, the new one still comes from the case set alone; if the cases or the objective moved, the old rule is void and what you hand back is a fresh derivation. Between candidate rules, prefer the one that decides more situations, even if it takes longer to state.

Probe

  1. List 10 situations not in the case set where the rule gives a definite answer, and state the answer it forces in each.
  2. Hunt for one situation where the rule forces a wrong answer.
    • Found one → narrow the rule by the smallest amount that fixes it. A narrowing that loses a case from the set went past the smallest — find one that keeps the whole set. Then list and hunt again on the narrowed rule.
    • Found none → the loop ends; the rule stands.

If narrowing has left the rule unable to give a definite answer in 10 situations outside the set, stop there and carry the shortfall into the record — the widest sound rule found barely outreaches its cases.

Hand back

Three things: the case set, one case per line; the rule; and the record — one line per situation listed with the answer the rule forces, one line per narrowing with the situation that forced it. The rule is claimed right on the set and the listed situations, checked; everything wider stays open.

Nothing unseen will ever meet the rule — something already written should get shorter and nothing it covers can be lost → use reduce skill.

Changes

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.

  1. 2d ago Changed · -28 lines 0a511325dcaa
  2. 10d ago First seen · 60 lines · 39 tokens per session scan A 0bf273c1caf3

Subscribe to this mod's changes

widen is a skill published in the GitHub repository saadshahd/moo.md (34 stars, last pushed 3d ago), licensed MIT. It adds 39 tokens to every session and 443 once invoked, about $0.0002 per session on Opus 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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