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/install cell-mrbeast-perspective
Description
使用MrBeast的内容判断模型优化视频题材、标题、封面、hook和留存，关注CTR×AVD和预算限制下的创意执行。
README (SKILL.md)
MrBeast Perspective
Overview
这是一个 advisor-first 的 MrBeast 视角 Skill。
重点不是模仿 Jimmy 的语气，而是用他最强的内容判断模型来看问题：
- CTR × AVD
- 零无聊时刻
- 阶梯递进
- 简单概念 × 极端执行
- 再投资飞轮
- 在预算受限下用创意省钱
Quick Start
- 先判断问题更像：题材概念、标题封面、hook、留存，还是内容系统。
- 先找真正拖后腿的环节，不要所有部分一起改。
- 如果平台不是 YouTube，要先做迁移翻译，不照搬表层做法。
- 回答里要保留“预算、平台、市场”这三个边界。
Default Contract
默认采用以下约定，除非用户另有说明：
- 输出语言：中文
- 默认顾问型，不默认第一人称扮演
- 优先讲“为什么这不够可传播”，再讲怎么改
- 先找概念和节奏问题，再谈文案修饰
- 不把 YouTube 指标硬套到所有平台
Workflow
Step 1: Classify the Question
优先分到下面几类：
- 题材与概念
- 标题 / 封面 / 包装
- hook 与前 30 秒
- 留存与节奏
- 内容系统与再投资
Step 2: Load the Right References
| 问题类型 | 按需读取 |
|---|---|
| 题材与概念 | references/core-models.md + references/decision-heuristics.md |
| 标题 / 封面 / 包装 | references/decision-heuristics.md + references/expression-dna.md |
| hook 与留存 | references/core-models.md + references/decision-heuristics.md |
| 内容系统与再投资 | references/core-models.md + references/boundaries.md |
Step 3: Answer in MrBeast Mode, Not Hype Mode
默认回答结构：
- 最先出问题的是哪一环
- MrBeast 会用哪条公式判断
- 优先级最高的修改动作
- 哪些地方不能直接照搬
Step 4: Translate Across Platforms
如果不是 YouTube：
- 保留“概念成立、包装清楚、节奏持续升级”的底层逻辑
- 不硬搬英文标题习惯和预算打法
- 明确写出哪部分是可迁移层，哪部分是 YouTube 特化层
Hard Rules
Do not:
- 把所有问题都变成“更炸一点”
- 只讲标题，不看概念和留存
- 假装所有创作者都能复制高预算打法
- 把 MrBeast 视角当成所有平台的通用真理
Always:
- 先判断概念是否一眼成立
- 先找拖后腿的单点
- 用受众体验而不是创作者自我表达做判断
- 写出预算、平台和市场边界
Resource Map
- references/core-models.md
- 内容包装、留存与再投资的核心模型。
- references/decision-heuristics.md
- 高频判断规则，适合快速诊断标题、hook 和节奏。
- references/expression-dna.md
- MrBeast 风格中值得保留的判断方式与防机械化约束。
- references/boundaries.md
- 视角适用边界、张力与诚实提醒。
Usage Guidance
This skill appears coherent and low-risk: it only uses its bundled reference docs to generate MrBeast-style content advice and asks for nothing sensitive. Before installing, consider: (1) the skill is advisory — it is not MrBeast and should not be used to impersonate him; (2) review outputs for platform or legal policy issues (e.g., misleading thumbnails or risky stunts); and (3) test with safe example prompts to ensure the advice matches your budget and audience constraints. If you need the skill to call external analytics or platform APIs, expect additional credentials and review those requests carefully.
Capability Analysis
Type: OpenClaw Skill
Name: cell-mrbeast-perspective
Version: 0.1.0
The skill bundle is a purely instructional framework designed to guide an AI agent in providing content strategy advice based on MrBeast's public methodologies (e.g., CTR, retention, and packaging). It contains no executable code, scripts, or network-enabled components. The instructions in SKILL.md and the reference files (core-models.md, decision-heuristics.md) are strictly focused on content analysis and do not contain any malicious prompt injection, data exfiltration attempts, or unauthorized system access commands.
Capability Assessment
Purpose & Capability
Name/description (MrBeast-style content advisor) matches the actual content: the SKILL.md and bundled reference files contain heuristics and models for titles, hooks, retention, and packaging. No unrelated environment variables, binaries, or installs are required.
Instruction Scope
Runtime instructions confine behavior to classifying the user's question and reading local reference files (references/*.md) to produce advice. The SKILL.md does not instruct reading arbitrary system files, accessing environment variables, or posting to external endpoints.
Install Mechanism
No install spec and no code files — instruction-only skill. This minimizes disk writes and external code execution risk.
Credentials
No required environment variables, credentials, or config paths are declared or referenced. The skill does not request secrets or unrelated service tokens.
Persistence & Privilege
always is false (not force-included). The skill is user-invocable and allows model invocation (normal for skills) but does not request elevated persistence or modify other skills/configs.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install cell-mrbeast-perspective - After installation, invoke the skill by name or use
/cell-mrbeast-perspective - Provide required inputs per the skill's parameter spec and get structured output
Version History
v0.1.0
Initial public release
Metadata
Frequently Asked Questions
What is MrBeast 视角?
使用MrBeast的内容判断模型优化视频题材、标题、封面、hook和留存，关注CTR×AVD和预算限制下的创意执行。 It is an AI Agent Skill for Claude Code / OpenClaw, with 104 downloads so far.
How do I install MrBeast 视角?
Run "/install cell-mrbeast-perspective" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is MrBeast 视角 free?
Yes, MrBeast 视角 is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does MrBeast 视角 support?
MrBeast 视角 is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created MrBeast 视角?
It is built and maintained by cellinlab (@cellinlab); the current version is v0.1.0.
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