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topic-researcher

Discover and score outlier short-form video topics with multi-angle research.

Updated Mar 5, 2026
Search Tags:#notion#viral content#topic research#video marketing#content ideation#script writing
One-click install
npx skills add https://github.com/tapanshah/AI-Content-System --skill topic-researcher
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: topic-researcher
Source: https://github.com/tapanshah/AI-Content-System/tree/main/skills/topic-researcher
Command: npx skills add https://github.com/tapanshah/AI-Content-System --skill topic-researcher

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires python3, and includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill helps content creators overcome the challenge of finding fresh, engaging, and relevant topic ideas for short-form video content by automating multi-angle research and scoring potential topics.

Core Features & Use Cases

  • Outlier Topic Discovery: Surfaces unique content ideas that stand out from the noise.
  • Multi-Angle Research: Explores topics from various perspectives (pain points, builds, case studies, etc.) to ensure diverse ideation.
  • Scored Topic Cards: Ranks potential topics based on engagement, specificity, freshness, proof availability, and competition gap.
  • Deduplication: Checks against existing content in Notion to avoid redundant ideas.
  • Deep Research & Angle Generation: For high-scoring topics, it performs further research to suggest 5 distinct script angles (Proof-First, Tutorial, Challenge, Myth-Buster, Niche Remix).
  • Notion Integration: Automatically pushes new topic ideas to a Notion database for workflow management.

Quick Start

Use the topic researcher skill to find 10 outlier content ideas for the AI for restaurants niche.

Frequently Asked Questions about topic-researcher

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

FAQPage Schema
How do I find viral content ideas for short-form video without duplicating existing videos?▼

Finding viral content ideas requires multi-angle research to surface trending topics, pain points, and builds. This Skill automates topic discovery and deduplicates against your existing Notion database to ensure new short-form video ideas remain unique.

How are topic ideas scored to predict viral video marketing potential?▼

Topic ideas are scored using a quality gate that evaluates engagement, specificity, freshness, proof availability, and competition gap. This scoring mechanism ranks potential short-form video topics to identify outlier content likely to perform well.

Does this topic research tool require Python and Notion to function?▼

Yes, you need Python3 installed to run the research scripts, and a Notion database is required to deduplicate existing content and automatically push approved topic cards for workflow management.

What is the best way to generate multiple script angles for a trending topic?▼

The best way to generate script angles is through deep research on high-scoring topics. This Skill automatically suggests five distinct script variations for approved topics, including Proof-First, Tutorial, Challenge, Myth-Buster, and Niche Remix angles.

Can I use this for content ideation in highly specific niches?▼

Yes, content ideation works for specific niches by exploring topics from multiple perspectives like case studies and pain points. The research process identifies outlier content ideas tailored to your specific domain, such as AI for restaurants.

How do I avoid repetitive content ideation when researching short-form video topics?▼

Avoiding repetitive content ideation requires checking new ideas against your existing library. This Skill integrates with Notion to deduplicate potential short-form video topics, ensuring your workflow only receives fresh, unique script angles.

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