nutmeg-learn

nutmeg-learn is a skill for Claude Code, Codex from withqwerty/nutmeg. It costs 113 tokens per session (2,184 once invoked), scanned A, original, no licence file.

A learning and documentation guide for football analytics. It explains concepts such as expected goals (xG), which estimates the chance that a shot will score, and helps users find relevant provider documentation and learning materials.

In plain words
What is it for?
Explaining football metrics, finding papers, courses, and other resources, reading data-provider documentation, and building a learning plan for football analytics.
Why use it?
Football metrics and data providers often use specialised terms and different definitions. It gives beginners a way to understand those ideas and choose a path for learning them.

Skill for Claude CodeCodex

Part of the nutmeg plugin — 10 skills, 3 agents, 1 MCP server shipped together

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.

agentmods
npx agentmods add skills/withqwerty/nutmeg/learn
Any agent
npx skills add withqwerty/nutmeg --skill learn
Clone the repo
git clone --depth 1 https://github.com/withqwerty/nutmeg

Made for: Claude Code, Codex.

Or install nutmeg, the plugin that ships this one along with the rest of its 10 skills, 3 agents, 1 MCP server.

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 nutmeg-learn

README.md
[![agentmods](https://agentmods.dev/badge/skills/withqwerty/nutmeg/learn.svg)](https://agentmods.dev/skills/withqwerty/nutmeg/learn)
Your own site
<a href="https://agentmods.dev/skills/withqwerty/nutmeg/learn"><img src="https://agentmods.dev/badge/skills/withqwerty/nutmeg/learn.svg" alt="Measured on agentmods" height="20"></a>
Per session 113 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,184 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
Origin unknown 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 $0.00113 $0.02184
Opus 5 $0.00056 $0.01092
Sonnet 5 $0.00023 $0.00437
Haiku 4.5 $0.00011 $0.00218

Measured 3d ago against content hash 950326afd566, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

nutmeg-learn 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 3d 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.

skills/learn/SKILL.md · 188 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

Read it on GitHub

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. 3d ago First seen · 188 lines · 113 tokens per session scan A 950326afd566

Subscribe to this mod's changes

nutmeg-learn is a skill published in the GitHub repository withqwerty/nutmeg (40 stars, last pushed 25d ago), with no licence file. It adds 113 tokens to every session and 2,184 once invoked, about $0.0006 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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