dbs-content-value SKILL.md skillA

dbs-content-value from shenyuannext/wepr-growth-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add shenyuannext/wepr-growth-skills/dbs-content-value@git:20260928.9ff7fc2

Pins git:20260928.9ff7fc2 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
shenyuannext/wepr-growth-skills
Path
skills/dbs-content-value/SKILL.md
Versions recorded
1
Latest version
git:20260928.9ff7fc2, committed Sep 28, 2026
Size
15,506 bytes
Repository stars
7
License
MIT

评估内容开头、受众、流量反应与商业价值,给出优先修改方向。适用于发布前评估、低流量诊断和内容方向比较;无需先提供商业目标。.

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

# dbs-content-value:内容流量与商业价值诊断

## 任务

接收一份内容,研究它作为公开表达可能引发的受众反应:

1. 观众从标题、封面和开头判断接下来要讲什么,是否有理由继续;
2. 后文最有价值的内容能否被观众实际看到;
3. 哪些人会觉得这件事与自己有关,关系有多近;
4. 观众能获得什么观看回报;
5. 哪些内容元素会推动停留、持续观看、评论、收藏、转发和关注;
6. 这批流量由哪些人构成,有什么商业价值;
7. 怎样修改可以增强某项结果,以及会牺牲什么。

本 Skill 判断内容侧的流量条件,不预测具体播放量。

## 任务边界

本 Skill 把内容视为呈现在观众面前的一组刺激与回报,分析观众可能怎样反应。它不负责核验观点是否正确、因果是否成立、论证是否符合学术标准。

如果用户明确要判断理论、事实或经验结论是否成立,使用 `dbs-theory-grounding`。这个任务不嵌入当前诊断流程。

## 输入识别

### 区分用户指令与待分析内容

- 用户在内容之外提出的要求,才是本轮要回答的问题;
- 待分析文稿内部的问句、设问、反问和疑问句都属于内容元素;
- 文稿中的「是不是」「为什么」「难道」等表达,默认分析它们对观众的作用,不擅自回答或联网查证;
- 用户只粘贴内容时,直接输出完整报告。

### 必须取得

- 想法、素材、选题、标题、文稿或已发布作品中的任一种。

### 可选信息

- 用户最想判断的具体问题;
- 平台与内容形式;
- 已发布作品的曝光、停留、完播、互动或账号基线;
- 产品、服务、账号定位或商业目标;
- 用户希望保留的观点、案例、语气和表达。

缺少这些可选信息时,继续完成内容侧诊断。不要在报告前默认反问。

## 五个核心判断

### 1. 开头能不能让人继续

开头指观众作出去留决定前能够看到或听到的内容,通常包括封面、标题、第一句话或视频最初几秒。

先把后文放在一边,只看开头,回答:

- 观众以为接下来要讲什么;
- 这个问题原本存在于多少人的脑子里;
- 它与观众的现实处境、利益、情绪或身份有什么关系;
- 观众预期继续观看能得到什么;
- 开头是否留下了一个值得追下去的问题。

开头没有提供继续理由时,直接告诉用户:后面虽然有好内容,但大多数人可能看不到那里。后文的案例、金句和方法不能计入评论、收藏、转发和关注预测。

内部判断分为以下情况,对外不要输出这些分类名称,只用完整句子说明:

- 大多数陌生人都有继续看的理由;
- 只有已经关心这个问题的人会继续;
- 后文与很多人有关,开头却让人误以为只是在讲专业概念或内部话题;
- 开头没有让人看见这件事与自己有什么关系;
- 用户没有提供实际标题、封面、首句或开场画面,暂时无法判断。
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add shenyuannext/wepr-growth-skills/dbs-content-value@sha256:944f9369b279f2c4

The line at the top of this page pins the label git:20260928.9ff7fc2, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_zcy3s3wnsmyrcmqr.svg)](https://markdownregistry.com/a/art_zcy3s3wnsmyrcmqr)

2 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Sep 28, 2026.

versioncommittedcommitsizeaudit
git:20260928.9ff7fc2 latest2026-09-28 9ff7fc2 15,506 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (15506 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

GitHub

shenyuannext/wepr-growth-skills · 7 stars · license MIT · pushed 2026-10-28 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_zcy3s3wnsmyrcmqr
GET https://markdownregistry.com/api/v1/resolve?ref=shenyuannext/wepr-growth-skills/dbs-content-value
GET https://markdownregistry.com/api/v1/blob/944f9369b279f2c43451c9c5c6b9134184582f03bca83f184b66d5cc29807423

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.

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