learn

learn is a skill for Claude Code from brycewang-stanford/Auto-Empirical-Research-Skills. It costs 41 tokens per session (1,065 once invoked), scanned B, original, no licence file.

A workflow for turning useful knowledge from the current session into a reusable skill that can persist for future sessions.

In plain words
What is it for?
Use it after solving an unusual problem or creating a process worth reusing.
Why use it?
It prevents non-obvious discoveries, workarounds, and multi-step methods from being forgotten.

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter.

Good fit Use it after solving an unusual problem or creating a process worth reusing.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/brycewang-stanford/auto-empirical-research-skills/learn
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 brycewang-stanford/Auto-Empirical-Research-Skills --skill learn
Clone the repo
git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills

Made for: Claude Code.

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 learn

README.md
[![agentmods](https://agentmods.dev/badge/skills/brycewang-stanford/auto-empirical-research-skills/learn/github.svg)](https://agentmods.dev/skills/brycewang-stanford/auto-empirical-research-skills/learn)
Your own site
<a href="https://agentmods.dev/skills/brycewang-stanford/auto-empirical-research-skills/learn"><img src="https://agentmods.dev/badge/skills/brycewang-stanford/auto-empirical-research-skills/learn/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 learn

Your own site · 80×15
<a href="https://agentmods.dev/skills/brycewang-stanford/auto-empirical-research-skills/learn"><img src="https://agentmods.dev/badge/skills/brycewang-stanford/auto-empirical-research-skills/learn.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 41 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,065 The whole file, excluding the scripts and references it only reads on demand.
Security scan B 1 finding. A grade says what 26 rules found in the file — not that it is safe.
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 5.1 $0.00041 $0.01065
Opus 5 $0.00020 $0.00532
Sonnet 5 $0.00008 $0.00213
Haiku 4.5 $0.00004 $0.00106

Measured 9d ago against content hash a69999259c3c, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade B, and why

learn scanned grade B with 1 finding 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 9d 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.

Enumerates other installed skillsmediumAgent snooping

Other skills' SKILL.md files reveal prompts, capabilities and secrets that should be invisible to peers.

ls .claude/skills/ 2>/dev/null
skills/12-pedrohcgs-claude-code-my-workflow/dot-claude/skills/learn/SKILL.md · 162 lines

The source is not reproduced here

A licence we could not identify

The repository carries a LICENSE file, but it is custom or dual enough that GitHub cannot name it and neither can this catalogue. Unknown terms are not permission, so the body is not copied here. Read the licence at the source and decide for yourself.

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. 9d ago First seen · 162 lines · 41 tokens per session scan B a69999259c3c

Subscribe to this mod's changes

learn is a skill published in the GitHub repository brycewang-stanford/Auto-Empirical-Research-Skills (3,759 stars, last pushed 5d ago), with no licence file. It adds 41 tokens to every session and 1,065 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it B with 1 finding (enumerates other installed skills). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.

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