learn

learn is a skill for Claude Code, Codex from LiPu-jpg/Openwrite. It costs 56 tokens per session (354 once invoked), scanned A, original, Apache-2.0.

A workspace memory workflow for recording writing preferences, style guidance, and successful story hooks. It stores them as project assets rather than in a separate memory file.

In plain words
What is it for?
Use it to remember preferred writing patterns, things to keep or avoid, and reusable hooks for future chapters.
Why use it?
It keeps preferences tied to the correct writing project and requires a preview and author confirmation before changes are saved.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it to remember preferred writing patterns, things to keep or avoid, and reusable hooks for future chapters.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/lipu-jpg/openwrite/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 LiPu-jpg/Openwrite --skill learn
Clone the repo
git clone --depth 1 https://github.com/LiPu-jpg/Openwrite

Made for: Claude Code, Codex.

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/lipu-jpg/openwrite/learn/github.svg)](https://agentmods.dev/skills/lipu-jpg/openwrite/learn)
Your own site
<a href="https://agentmods.dev/skills/lipu-jpg/openwrite/learn"><img src="https://agentmods.dev/badge/skills/lipu-jpg/openwrite/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/lipu-jpg/openwrite/learn"><img src="https://agentmods.dev/badge/skills/lipu-jpg/openwrite/learn.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 56 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 354 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 $0.00056 $0.00354
Opus 5.5 $0.00022 $0.00142
Sonnet 5.5 $0.00011 $0.00071
Haiku 4.5 $0.00006 $0.00035

Measured 14d ago against content hash 89fde46d09ab, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

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 14d 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.

presets/openwrite/skills/learn/SKILL.md · 27 lines

What it actually says

Language: follow the author's current conversation language for responses and help; preserve the manuscript language. Translate these instructions when presenting them.

写法记忆

接到已有 novel_*。风格、成功钩子和作者偏好是当前 Workspace 作品资产,不是会话本地文件,也不是第二套 RAG / lorebook。

读取

  1. novel_status 确认当前作品。
  2. 风格与提取源:novel_source_action(status_v2 / profile_v2)。
  3. 已登记钩子:novel_assets_list,必要时 novel_asset_read。

没有 Workspace(session cwd 缺失)时这些工具返回 WORKSPACE_CONTEXT_MISSING,不要改写全局或别的项目。

写入(预览/确认)

  • 作者偏好、必须保留/避免:novel_structured_change_plan(change_kind="focus")。
  • 成功钩子与可复用写法:novel_source_action extract/review,晋升用 promote_v2 且作者确认后 confirm: true;登记为资产时用 novel_structured_change_plan(change_kind="asset")。
  • 普通讨论不得写入。

细则见 style-system。不要另建记忆文件。

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. 14d ago Changed · +2 lines 89fde46d09ab
  2. 1mo ago First seen · 25 lines · 56 tokens per session scan A fcfed330ebb1

Subscribe to this mod's changes

learn is a skill published in the GitHub repository LiPu-jpg/Openwrite (882 stars, last pushed 3d ago), licensed Apache-2.0. It adds 56 tokens to every session and 354 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 2026-09-09.