Baoyu WeChat Summary Agent Skill

Summarizes WeChat group chat history into structured highlights and character-driven digests using local data.

Context cost
18.4k tokensestimated from the bundle, loaded when it triggers
Bundle
5 of 6 fileshanded out here; the rest is at its source
Licence
MITthe author’s own terms
Last change
—v1.119.0
Servers it uses
Noneruns standalone

What it does

Summarizes WeChat group chat highlights into a structured digest using the local wx-cli binary (https://github.com/jackwener/wx-cli). Generates a normal digest by default; a roast (毒舌) version is opt-in. Maintains per-group history (history.json + history-digests.jsonl), per-user profiles, and per-group fact memory (memory.md) across runs, with privacy guardrails baked in.

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.

collaboration

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.md33.3 kB · preview
--- name: baoyu-wechat-summary version: 1.119.0 metadata: openclaw: homepage: https://github.com/JimLiu/baoyu-skills#baoyu-wechat-summary requires: anyBins: - wx ---
13# WeChat Group Summary
14
15群聊精华提取专家。把零散的微信群聊记录提炼成结构化、可读性强的简报,并维护跨次运行的群聊历史与群友画像。底层依赖外部 [wx-cli](https://github.com/jackwener/wx-cli) 二进制(wx 命令),不打包脚本。
16
17> **⚠️ Sandbox restriction**
18>
19> wx-cli reads from ~/.wx-cli/ (config, cache, daemon socket) and from WeChat's data directory (~/Library/Containers/com.tencent.xinWeChat/ on macOS). Both paths are outside Claude Code's default sandbox. Every wx command in this skill needs to run with dangerouslyDisableSandbox: true from the start — don't waste a sandbox attempt first. The user can use /sandbox to view/edit restrictions.
20
21## References(按需加载)
22
23本文件只保留工作流骨架;细节拆在 references/ 下,**执行到对应步骤时再读,不要一开始全部读入**:
24
25| 参考文件 | 内容 | 何时读 |
26|---------|------|-------|
27| [references/setup.md](references/setup.md) | 环境检查(wx-cli 安装/权限/初始化)、wx-cli 命令速查、排障手册 | 新环境首次运行,或任何 wx 命令失败时 |
28| [references/output-formats.md](references/output-formats.md) | 两版摘要的 Section 顺序、格式与内容规范、输出骨架、自检清单 | Round 2 动笔前 |
29| [references/profiles.md](references/profiles.md) | 画像文件格式、更新规则、隐私红线、回溯流程 | Step 3.7 / 8.5 / Step 9 |
30| [references/group-memory.md](references/group-memory.md) | 群级事实记忆的写入门槛、防注入、格式 | Step 8.6 |
31
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md4,102 words
Files5
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.

≈220
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
18,155
on trigger
The instruction body and 4 supporting files, read only when the skill fires.
9.2%
of a 200k window
Ten skills this size would take about 92% of the window before you open a file.
050k100k150k200k context window

18.4k 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

The download carries 5 of the 6 files in its source folder; the list here names 5 files, 73.5 kB on disk. A bundle is text throughout: the instructions the model reads, plus the templates it fills in. The other one is not in the download — listed after these, with why.

  • SKILL.md33.3 kB
  • references/group-memory.md4.6 kB
  • references/output-formats.md14.5 kB
  • references/profiles.md16.3 kB
  • references/setup.md4.8 kB

Not in the download

Not carried is a type a skill download does not hold. Marked read: its SKILL.md or scripts name the file, so without it the skill works only in part. Take it from its source.

  • EXTEND.md.exampleread · not carried
What is not in it

No dependencies and nothing executable: a skill is text the agent reads, so the download is 5 files — not the whole of its source: 1 file is left out, and the skill reads it. It is listed under the files, with why. 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.

# Baoyu WeChat Summary · 18.4k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/baoyu-wechat-summary/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/baoyu-wechat-summary" ] && { [ ! -e .claude/skills/baoyu-wechat-summary ] || { mv .claude/skills/baoyu-wechat-summary "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/baoyu-wechat-summary" .claude/skills/ && echo "Installed .claude/skills/baoyu-wechat-summary"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add jimliu/baoyu-wechat-summary

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/baoyu-wechat-summary/ 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/baoyu-wechat-summary/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/baoyu-wechat-summary" ] && { [ ! -e ~/.claude/skills/baoyu-wechat-summary ] || { mv ~/.claude/skills/baoyu-wechat-summary "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/baoyu-wechat-summary" ~/.claude/skills/ && echo "Installed ~/.claude/skills/baoyu-wechat-summary" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/baoyu-wechat-summary/ 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. Not in this download: 1 file of its source, which its SKILL.md or scripts read (which one, and why). Take it from its source.

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
Version1.119.0
Publishedno release date on file
PriceFree
Referencejimliu/baoyu-wechat-summary

Versions

v1.119.0 is what is on the shelf; no release here carries a date. Instructions change more often than APIs do — a skill can be rewritten entirely without anything it depends on moving.

v1.119.0
  • No earlier releases have been published to the marketplace.
Pinning

The install command always fetches the release that is current the day you run it — v1.119.0 today — and cannot ask for an earlier one. The copy on your disk does not change until you run it again.

Reviews

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