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viral-topic

viral-topic

Route viral topic discovery across platform-specific account-growth skills. Use when the user asks for 起号选题, low-follower viral references, recent viral content, cross-platform topic mining, or does not specify whether to search WeChat, X, Bilibili, or YouTube.

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Documentation de la Skill

GitHub

name: viral-topic description: Route viral topic discovery across platform-specific account-growth skills. Use when the user asks for 起号选题, low-follower viral references, recent viral content, cross-platform topic mining, or does not specify whether to search WeChat, X, Bilibili, or YouTube. author: 袋鼠帝

Viral Topic

Use this skill as the control layer for finding topic references across platforms. It does not fetch data itself; it routes the request to the platform skill whose collection logic matches the platform.

Package Layout

This repository publishes viral-topic/ as one skill package:

viral-topic/
├── SKILL.md
├── references/platforms.md
├── wechat-viral-topic/
├── x-viral-topic/
├── bilibili-viral-topic/
└── youtube-viral-topic/

The root SKILL.md is the controller. The platform directories are child skills/adapters with their own SKILL.md, references/, agents/, and scripts.

Platform Routing

Read references/platforms.md before deciding which child skills to run.

Implemented child skills:

  • $wechat-viral-topic: WeChat public-account articles that exceed the account's average reads.
  • $x-viral-topic: X/Twitter posts from low-follower authors that outperform their audience size.
  • $bilibili-viral-topic: B站 videos from low-follower UP主 that outperform their follower base.
  • $youtube-viral-topic: recent high-performing YouTube videos without low-subscriber filtering.

If the user gives no platform, default to the implemented set: WeChat, X, Bilibili, and YouTube. If the user asks for 小红书 or 抖音, explain that those adapters are not implemented yet and propose the available API/browser-automation path before building it.

Workflow

  1. Normalize the user's niche into 3-8 focused search terms.
  2. Choose platforms from the request. For "全平台" or "各个平台", run all implemented child skills.
  3. Run each platform skill independently with its own defaults:
    • WeChat: --days 7, --min-read 10000, --min-read-month-avg-ratio 2
    • X: --days 7, --max-followers 50000, --min-engagement 100
    • Bilibili: --days 30, --max-followers 100000, --min-play 10000
    • YouTube: --days 30, --min-views 10000
  4. Preserve source URLs, author/account metrics, timing, and evidence labels.
  5. Merge outputs into a cross-platform topic table only after preserving each platform's original evidence.
  6. Label confidence carefully:
    • WeChat confirms average-read breakout, not low-follower breakout.
    • X and Bilibili can confirm low-follower viral only when follower counts are present.
    • YouTube confirms viral strength, not low-subscriber breakout.

Output Shape

When combining platforms, use this compact table first:

platform | title | author | published_at | main_metric | scale_metric | breakout_reason | url

Then add a short synthesis:

  • reusable topic angle
  • title/hook pattern
  • format pattern
  • why it likely worked
  • whether the evidence is confirmed or proxy-only

Guardrails

  • Do not collapse all platforms into one scoring formula without keeping platform-specific evidence.
  • Do not call YouTube results low-fan by default.
  • Do not use WeChat follower_count as the default low-fan signal; compare article reads with month_read_avg.
  • Never write API keys, cookies, app secrets, or access tokens into skill files or outputs.
  • Use results as topic references and structure inspiration. Do not copy posts, articles, video scripts, captions, or thumbnails wholesale.
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