wjs-x-increasing-follower SKILL.md skillA
wjs-x-increasing-follower from jianshuo/claude-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add jianshuo/claude-skills/wjs-x-increasing-follower@git:20260527.b0d2056Pins git:20260527.b0d2056 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- jianshuo/claude-skills
- Path
wjs-x-increasing-follower/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260527.b0d2056, committed May 27, 2026
- Size
- 8,524 bytes
- Repository stars
- 138
- License
- MIT
Use when 王建硕 wants to systematically grow his X (Twitter) followers by running numbered, A/B-testable growth experiments and tracking which ones actually work. Every action gets a number, a hypothesis, a target metric, a before-state (for rollback), and a verdict. The North-Star metric is the new-follower ÷ profile-visit ratio (conversion) — every profile change is judged against it. Daily it ingests the X Analytics CSV export, scores each running experiment, and recommends keep / rollback.…
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# wjs-x-increasing-follower 把「涨粉」当工程做：**每个改动是一个带编号的实验**，有假设、有目标指标、有 before（可回滚）、有判决。不靠感觉，靠数。 ## Core Principle **单账号没法做平行 A/B —— 只能做时间轴上的前后对比。** 所以唯一可信的北极星指标是 **转化率 = 新增关注 ÷ 主页访问（ratio）**：它对爆款流量免疫。一条推爆了带来一堆访问，ratio 不一定动；但 bio 改好了，每个来访的人更愿意关注，ratio 一定动。 **所以指标分层（每个 action 必须声明自己被哪个指标考核）：** | Action 类型 | 拨动的杠杆 | 用什么考核 | |---|---|---| | **profile**（bio / 名字 / 头像 / banner / 置顶 / URL / 地点） | 转化 | **ratio**（北极星，抗爆款） | | **posting**（格式 / 钩子 / 频率 / thread vs 单条） | 触达 | profile visits + impressions（ratio 当护栏，别把转化拖垮） | | **engagement**（回复 / 关注别人 / 互动） | 触达 | new follows + visits | | **timing**（发布时间） | 触达 | profile visits | **诚实护栏（写死在 evaluate.py 里）：** 用中位数不用均值（一天爆款骗不了判决）；够 7 天 / 够数据才下判决；同指标实验窗口重叠 → 打 `confounded` 标记；只给「方向性」结论，不号称因果。 **回滚是一等公民。** 每个 action 存了精确的 before 值，#N 永远能还原。判 ❌ rollback **先问王建硕，绝不静默改他的 bio**。 ## 数据从哪来（关键约束） ratio 这个数 **X API / xurl 拿不到** —— 只活在 Analytics 看板里。所以靠 **CSV 导出**： 打开 `x.com/i/account_analytics` → Overview → 右上角下载图标（7D/2W/4W/3M/1Y 想要哪段先选好）→ 导出 CSV → 丢进 `inbox/`（或直接给路径）。 ## When This Skill Fires - 王建硕说「涨粉」「搞个 X 涨粉实验」「A/B 测一下我的 profile」「今天的涨粉检查」 - 跑 `/wjs-x-increasing-follower` - 设了 `/schedule daily /wjs-x-increasing-follower`（见末尾「每日检查」） …
Read the whole file at its exact version.
How to install
mdr add jianshuo/claude-skills/wjs-x-increasing-follower@sha256:b91dd45f1c8c4fecThe line at the top of this page pins the label git:20260527.b0d2056, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_cvwm5qhrgc5ntmmm)
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Versions
The registry has recorded 1 version of this file, committed on May 27, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (8524 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
jianshuo/claude-skills · 138 stars · license MIT · pushed 2026-11-06 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_cvwm5qhrgc5ntmmm GET https://markdownregistry.com/api/v1/resolve?ref=jianshuo/claude-skills/wjs-x-increasing-follower GET https://markdownregistry.com/api/v1/blob/b91dd45f1c8c4fec05227088257caa14212fc8bfe7fd39018167fb64eba9fe17
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.