Blogger Video Distiller Agent Skill

Distills and deconstructs video content across major social platforms to uncover engagement mechanics and generate original topic ideas.

Context cost
3.5k tokensestimated from the bundle, loaded when it triggers
Bundle
11 files · 20.3 kB1 script among them — read before you run
Licence
not declarednone named by its author
Last change
—no release on file
Servers it uses
Noneruns standalone

What it does

抓取、整理并蒸馏抖音、小红书、视频号、B站、YouTube、公众号等不同博主的公开视频核心,支持主页链接、单条视频链接、本地视频、字幕、逐字稿和截图输入;拆解单条视频的核心观点、开头钩子、受众冲突、内容结构、证据、情绪节奏和互动机制,进一步沉淀博主内容基因、跨博主共同规律,并转化为适合“极限小滕”全国流量房产账号的原创选题。用户提到博主拆解、视频蒸馏、对标账号、爆款规律、抓取视频核心、建立博主库或从同行内容提炼选题时使用。

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.

content

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.md6.3 kB · preview
--- name: blogger-video-distiller ---
6# 博主视频蒸馏
7
8## 目标
9
10把不同来源的视频压缩成可验证、可检索、可转化的内容规律。提炼方法和需求,不复制原博主的句子、故事、身份或独特表达。
11
12默认把归档建立在当前工作项目的 outputs/博主内容蒸馏/。用户明确指定其他位置时,通过 --root "<归档目录>" 使用该目录。脚本通过自身位置读取 Skill 内模板,不依赖固定用户名、项目层级或操作系统路径。
13
14## 选择输入方式
15
16按可靠性从高到低使用:
17
181. 用户提供的本地视频、字幕或逐字稿。
192. 用户给出的单条视频链接或主页链接。
203. 用户已登录 Chrome 中可见的公开视频页面。
214. 截图、标题、评论摘录等不完整材料。
22
23需要抖音等平台登录状态时,调用 chrome:control-chrome 使用用户现有 Chrome 会话。未登录时只打开登录页,由用户本人扫码、输入验证码或处理风控;不要索取密码。平台无法访问时,改请用户上传视频、字幕或截图,不尝试绕过访问控制。
24
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md204 words
Files11
Licencenot declared
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.

≈70
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
3,430
on trigger
The instruction body and 10 supporting files, read only when the skill fires.
1.8%
of a 200k window
Ten skills this size would take about 18% of the window before you open a file.
050k100k150k200k context window

3.5k tokens, estimated from the bundle at four bytes to the token, held for the rest of the session once it triggers. Middling. Fine to keep on in a project where you use it weekly, worth unloading in one where you never do.

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, 20.3 kB on disk. Mostly text — the instructions the model reads — with 1 script in it that your client would run only if the instructions tell it to.

  • SKILL.md6.3 kB
  • agents/openai.yaml0.3 kB
  • assets/单条视频拆解模板.md1.0 kB
  • assets/博主内容基因模板.md0.6 kB
  • assets/原创选题池模板.md0.3 kB
  • assets/工作台模板.md0.8 kB
  • assets/跨博主内容规律模板.md0.3 kB
  • assets/跨博主原创选题池模板.md0.2 kB
  • references/account-adaptation.md1.5 kB
  • references/distillation-framework.md2.7 kB
  • scripts/manage_archive.py6.3 kB
What is not in it

A skill installs nothing and depends on nothing: it is a folder your client reads. This one carries 1 script beside the text, so the bundle is 11 files you can review in full before installing.

Install

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

# Blogger Video Distiller · 3.5k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/blogger-video-distiller/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/blogger-video-distiller" ] && { [ ! -e .claude/skills/blogger-video-distiller ] || { mv .claude/skills/blogger-video-distiller "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/blogger-video-distiller" .claude/skills/ && echo "Installed .claude/skills/blogger-video-distiller"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add pensongchs/blogger-video-distiller

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/blogger-video-distiller/ 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/blogger-video-distiller/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/blogger-video-distiller" ] && { [ ! -e ~/.claude/skills/blogger-video-distiller ] || { mv ~/.claude/skills/blogger-video-distiller "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/blogger-video-distiller" ~/.claude/skills/ && echo "Installed ~/.claude/skills/blogger-video-distiller" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/blogger-video-distiller/ 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
Referencepensongchs/blogger-video-distiller

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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