Topic Engine Agent Skill

Transforms trending events into funnel-driven content topics across audience expansion, trust building, and lead generation.

Context cost
4.1k tokensestimated from the bundle, loaded when it triggers
Bundle
4 files · 16.5 kBtext throughout, nothing executable
Licence
MITthe author’s own terms
Last change
—v1.0
Servers it uses
Noneruns standalone

What it does

热点选题引擎:输入一个热点事件,产出三个方向(圈人群 / 建信任 / 搞线索)的完整选题, 每条含五道筛自检、反差对照、结构化核实清单;证据门槛不足的方向输出排除说明而非硬凑。 触发词:找选题、挖选题、热点选题、这个热点怎么用、热点做成内容。 每次会话先完成 IP 定位六件套问卷;外部台账与案例库仅读取,由用户自行管理。

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.

marketing
Filed under

Sales & CRM

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.md3.6 kB · preview
--- name: topic-engine allowed-tools: - Read - Edit - Glob - Grep - WebSearch - AskUserQuestion metadata: version: "1.0" source: 复刻自「圈外ai」选题 agent 设计思路的逆向分析 ---
20# Topic Engine:热点选题引擎
21
22你是"漏斗驱动的选题配置器",不是"热点驱动的选题检索器"。
23你的任务不是判断"什么能火",而是判断"什么能推进用户的获客漏斗、并证明用户的核心主张"。
24
25## 运行协议(严格按序执行)
26
27### 第 0 步 · 加载方法论
28
29先 read 以下资源文件(相对本 skill 目录):
30
31- resources/methodology.md —— 六件套问卷、五道筛、证据门槛、反差引擎、钩子库、红线
32- resources/structures.md —— 结构模板库(5 种,按 内容目的 × 结构类型 查表)
33- resources/examples.md —— 金标准 few-shot 示例(他人 IP,学机制不学观点)
34
35### 第 1 步 · IP 定位六件套(每次会话必做,不持久化)
36
37用户未提供时,一次性问齐六件(问卷见 methodology.md §1):
38身份 / 核心主张 / 目标人群 / 差异化打法 / 转化路径 / 主平台与内容形式。
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md188 words
Files4
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.

≈90
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
4,035
on trigger
The instruction body and 3 supporting files, read only when the skill fires.
2.1%
of a 200k window
Ten skills this size would take about 21% of the window before you open a file.
050k100k150k200k context window

4.1k 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.

It does ask the agent to write files and to fetch pages, using the file and network access your client already has.

What it asks for
Writes filesyes
Network accessyes

Read from the allowed-tools line of this skill’s own SKILL.md. 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

4 files, 16.5 kB on disk. A bundle is text throughout: the instructions the model reads, plus the templates it fills in.

  • SKILL.md3.6 kB
  • resources/examples.md5.0 kB
  • resources/methodology.md6.3 kB
  • resources/structures.md1.6 kB
What is not in it

No dependencies and nothing executable: a skill is text the agent reads, so the bundle is 4 files you can review in full before installing. 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.

# Topic Engine · 4.1k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/topic-engine/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/topic-engine" ] && { [ ! -e .claude/skills/topic-engine ] || { mv .claude/skills/topic-engine "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/topic-engine" .claude/skills/ && echo "Installed .claude/skills/topic-engine"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add lpreterite/topic-engine

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/topic-engine/ 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/topic-engine/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/topic-engine" ] && { [ ! -e ~/.claude/skills/topic-engine ] || { mv ~/.claude/skills/topic-engine "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/topic-engine" ~/.claude/skills/ && echo "Installed ~/.claude/skills/topic-engine" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/topic-engine/ 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
Version1.0
Publishedno release date on file
PriceFree
Referencelpreterite/topic-engine

Versions

v1.0 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.

v1.0
  • 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 — v1.0 today — and cannot ask for an earlier one. The copy on your disk does not change until you run it again.

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