AI Reading Companion Agent Skill

Connects WeChat Reading data with local reading memory to provide personalized, mode-specific reading companion sessions.

Context cost
6.1k tokensestimated from the bundle, loaded when it triggers
Bundle
11 files · 64.6 kB2 scripts among them — read before you run
Licence
MITthe author’s own terms
Last change
—no release on file
Servers it uses
Noneruns standalone

What it does

连接微信读书阅读数据与本地长期阅读记忆,按文学与叙事、技能与行动、观念与论证、历史与纪实、科学与系统五种模式进行 AI 伴读。用户说开始读、继续读、陪我读、刚读完、回顾划线、复习或结束阅读时用于正式伴读;用户只问书中一个概念、人物、句子或背景时用于轻量回答。不要用于普通书籍推荐、阅读统计查询或与具体阅读无关的闲聊。

What this skill changes about the agent has not been set out here as a list. Its SKILL.md, shown below, says it in the author’s own words.

documentation

The skill itself

A skill is instructions the model reads, so you can see what you are getting: below is the start of its SKILL.md. The front matter loads with every session, the body loads when the skill triggers, and the whole file comes with the install.

SKILL.md8.3 kB · preview
--- name: ai-reading-companion ---
6# AI 伴读
7
8围绕用户正在读的内容共同思考。保持简洁、有独立判断、尊重文本依据;普通一轮通常只推进一个重点。
9
10知识库默认在 ~/AI伴读知识库,运行时展开为当前用户的主目录;若用户明确迁移过,只使用用户确认的新位置,不自动再建第二份。微信读书 API Key 只从环境变量读取,绝不写入文件、回答或日志。
11
12## 判断会话类型
13
14- 用户明确要开始、继续、陪读、复习或结束一本书时,建立或处理正式伴读会话。
15- 用户只临时询问一个概念、一句话、人物或背景时,直接轻量回答;不完整恢复进度,不创建会话,不写长期记忆。
16- 轻量问答自然发展成持续阅读时,再转为正式会话。
17- 第一版的“复习”指回顾已有划线、理解和待思考问题,不启动间隔复习、测试或评分系统。
18- 优先自行判断;只有是否要进入持续伴读确实不清楚时,问一个自然问题。
19
20## 正式启动
21
221. 确认书籍。已有单本书文件时优先使用其中的微信读书 ID;只有书名或版本不确定时才按已安装的 weread-skills 说明搜索确认。需要微信读书但该 Skill 不可用时,视为 dependency_missing 并读取接入与恢复说明;用户选择纯本地伴读时不强迫安装。
232. 尚未建档时,先完整读取 [references/book-file.md](references/book-file.md),创建单本书文件并更新《阅读总览》。随口提到一本书不建档。
243. 单本书文件有微信读书 ID 时,在回应前运行:
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md176 words
Files11
LicenceMIT
Why you can read it

Nothing in a skill executes. The client loads the text and the model follows it, so a skill can be audited the way a runbook is — by reading it.

What it costs in context

Skills are not billed by the call. They are paid for in context: every token the instructions occupy is a token your code, your diff and your conversation cannot use. Here is what this one takes and when it takes it.

≈50
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
6,025
on trigger
The instruction body and 10 supporting files, read only when the skill fires.
3.0%
of a 200k window
Ten skills this size would take about 30% of the window before you open a file.
050k100k150k200k context window

6.1k tokens, estimated from the bundle at four bytes to the token, held for the rest of the session once it triggers. Heavy. Teams tend to install this one per project rather than globally, and load it only when the job comes up.

Servers bill, skills cost

A server charges by the month. A skill charges once per session, in context, and then keeps charging it for as long as the session lives.

Before and after

The same question, put to the same model twice: once as it comes, and once with these instructions loaded.

No worked example has been published for this skill yet.

The procedure it runs

The procedure has not been set out here step by step. It is in the body of its SKILL.md: the start of it is shown above, and the whole file comes with the install.

Prose, not code

These steps are written for a model to follow, not executed by a runtime. It can still be told to skip one, and it will say so when it does.

Servers it uses

None. This skill calls no MCP servers at all.

Everything it needs is in the instructions, so it works in a project with nothing connected — the model reads the file and changes how it works with what it can already reach.

Its SKILL.md does not declare which tools it asks the agent for, so what it touches is whatever the instructions themselves ask for — read them before you install it.

What it asks for
Writes filesnot declared
Network accessnot declared

This SKILL.md carries no allowed-tools line, so neither is declared. A skill grants no permissions of its own — it can only ask for tools your client already has.

What it will not do

Every skill is narrow, and the useful ones say where they stop. These are the jobs this one is the wrong tool for.

What this skill is not for has not been published here. Nothing is implied by that: it is a section the author has not filled in.

What is in the bundle

11 files, 64.6 kB on disk. Mostly text — the instructions the model reads — with 2 scripts in it that your client would run only if the instructions tell it to.

  • SKILL.md8.3 kB
  • agents/openai.yaml0.2 kB
  • references/book-file.md3.7 kB
  • references/weread-setup.md3.0 kB
  • scripts/sync_weread.py32.4 kB
  • tests/test_sync_weread.py7.9 kB
  • references/modes/action.md1.7 kB
  • references/modes/argument.md1.8 kB
  • references/modes/history.md1.9 kB
  • references/modes/literature.md1.5 kB
  • references/modes/science.md2.2 kB
What is not in it

A skill installs nothing and depends on nothing: it is a folder your client reads. This one carries 2 scripts beside the text, so the bundle is 11 files you can review in full before installing. The MIT licence covers the templates and examples as well as the instructions.

Install

Installing copies the bundle into your project. Nothing runs at install time — the files sit on disk until the model reads them.

# AI Reading Companion · 6.1k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/ai-reading-companion/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/ai-reading-companion" ] && { [ ! -e .claude/skills/ai-reading-companion ] || { mv .claude/skills/ai-reading-companion "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/ai-reading-companion" .claude/skills/ && echo "Installed .claude/skills/ai-reading-companion"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add anxin-tec/ai-reading-companion

Windows PowerShell says 'running scripts is disabled on this system'? Run Set-ExecutionPolicy -Scope CurrentUser RemoteSigned once, or type npx.cmd instead of npx (codex.cmd, gemini.cmd, grok.cmd likewise). PowerShell 7 needs neither. Writes to .claude/skills/ai-reading-companion/ in the current project. For every project instead, run mkdir -p ~/.claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/ai-reading-companion/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/ai-reading-companion" ] && { [ ! -e ~/.claude/skills/ai-reading-companion ] || { mv ~/.claude/skills/ai-reading-companion "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/ai-reading-companion" ~/.claude/skills/ && echo "Installed ~/.claude/skills/ai-reading-companion" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/ai-reading-companion/ only after the download succeeds, so files left there by another skill of the same name, or by an older release, do not mix in. A copy already there is moved aside, not deleted, and the line prints where.

Which clients pick it up on their own

A skill is a folder of text. Most of these read a skills folder and pick it up without being told; the rest take the same folder another way — an upload in the app, a parameter on an API call — and then choose it by its description just the same.

Claude Code.claude/skills/
Claude DesktopCustomize › Skills
ChatGPTSkills › Create › Upload
Cursor.cursor/skills/
VS Code.github/skills/
Codex CLI.agents/skills/
Gemini CLI.gemini/skills/
Grok Build.grok/skills/
Microsoft CopilotSkills › Upload a skill
PerplexityComputer › Skills › Upload a skill
DeepSeek Harness.dsh/skills/
Zed.agents/skills/
Devin Desktop.devin/skills/
Windsurf (legacy).windsurf/skills/
OpenAI Agents SDKInstructions or sandbox Skills
HTTP / APIa request parameter
This release
Versionnot versioned
Publishedno release date on file
PriceFree
Referenceanxin-tec/ai-reading-companion

Versions

Its author publishes no version number, so there is nothing here to pin to: what you install is the folder as it stands today. Instructions change more often than APIs do — a skill can be rewritten entirely without anything it depends on moving.

Pinning

Nothing to pin to: this skill carries no version number of its own. What you install is what the folder holds on the day you install it.

Reviews

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Who wrote it

AT
Anxin-tec

Publishes on mcprush.

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