topic-hunter

Aggregates five sources of video topic candidates and scores them on six dimensions.

Updated May 4, 2026
One-click install
npx skills add https://github.com/icoolworld/pvideo --skill topic-hunter
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: topic-hunter
Source: https://github.com/icoolworld/pvideo/tree/main/skills/topic-hunter
Command: npx skills add https://github.com/icoolworld/pvideo --skill topic-hunter

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

It helps content creators quickly identify high-potential video topics by aggregating inputs from five sources, scoring them, and returning a ranked pool for production planning.

Core Features & Use Cases

  • Five-source topic discovery: aggregate hotspots, pain points, top comments, competitor patterns, and historical winners to generate diverse candidates.
  • Six-dimension scoring: quantify click/pull, completion, emotion, interaction, audience breadth, and production fit to guide decision-making.
  • Top1 handoff: deliver a clear handoff entry for production teams, including recommended hooks, structure, and handoff notes.

Quick Start

Provide account DNA or topic_hint to generate at least five distinct candidate topics with full scoring and a Top 1 handoff ready for production.

Frequently Asked Questions about topic-hunter

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I find high-potential short-video topics before creating content?

Short-video topic discovery works by aggregating five sources—hotspots, pain points, top comments, competitor patterns, and historical winners—then ranking candidates through a six-dimension scoring model covering click, completion, emotion, interaction, audience breadth, and production fit.

How do I score video topic ideas to decide which one to produce?

You score video topic ideas by evaluating six dimensions: click/pull, completion rate, emotion, interaction, audience breadth, and production fit. This model standardizes candidate evaluation and outputs a Top 1 handoff with recommended hooks and structure.

What do I need to provide to generate a ranked list of video topic candidates?

You need to provide your account DNA or topic hints to generate at least five distinct candidate topics. The Skill uses these inputs to filter and score candidates, delivering a ready-for-production Top 1 handoff with notes.

Can I use a scoring model to evaluate short-video virality potential across different content sources?

Yes, you can evaluate virality potential by applying a standardized scoring model across five diverse discovery sources. This process quantifies interaction and emotional pull to surface topics with the highest likelihood of audience growth.

What is the best way to hand off a selected video topic to a production team?

The best way to hand off a video topic is to deliver a Top 1 candidate package that includes recommended hooks, structural guidance, and clear handoff notes, ensuring the production team has everything needed to start filming immediately.