reddit-insights

Search Reddit posts semantically to identify pain points and sentiment.

Updated Apr 6, 2026
One-click install
npx skills add https://github.com/mohamednegm0/Musahm-Vault-GTM --skill reddit-insights-mohamednegm0
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: reddit-insights
Source: https://github.com/mohamednegm0/Musahm-Vault-GTM/tree/main/.claude/skills/ai-marketing-claude-code-skills/reddit-insights
Command: npx skills add https://github.com/mohamednegm0/Musahm-Vault-GTM --skill reddit-insights-mohamednegm0

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Semantic search across Reddit helps teams identify user pain points, sentiment, and market opportunities quickly by going beyond keyword matching to understand intent and meaning.

Core Features & Use Cases

  • Live semantic search across millions of Reddit posts to surface high-signal threads and patterns
  • Sentiment tagging and trend analysis to inform product messaging and content strategy
  • Subreddit intelligence: browse communities, see trends, and monitor recent discussions
  • Outputs include direct URLs and structured results for quick synthesis
  • Use cases include product validation, market research, and competitive intelligence

Quick Start

Query a topic like "Notion vs Obsidian" to surface real user discussions and pain points from Reddit.

Frequently Asked Questions about reddit-insights

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

FAQPage Schema
How do I find user pain points and sentiment on Reddit?

Semantic search across millions of Reddit posts identifies user pain points and sentiment by understanding intent and meaning rather than just keyword matching. It surfaces high-signal threads to inform product messaging and content strategy.

What is semantic search for Reddit market research?

Semantic search for Reddit market research goes beyond keyword matching to understand query intent and meaning across millions of posts. It helps track trends, compare sentiments across communities, and surface direct URLs for quick synthesis.

Do I need an API key to run Reddit semantic search presets?

Yes, running Reddit semantic search presets requires an API key and configuration in your MCP client. You must connect to the reddit-insights MCP server to execute mode presets and return structured results.

Can I use semantic search for product validation on Reddit?

Yes, you can use semantic search for product validation by querying topics like "Notion vs Obsidian" to surface real user discussions. This quickly uncovers authentic user pain points and market opportunities from Reddit communities.

What's the best way to track subreddit trends and monitor discussions?

Subreddit intelligence features allow you to browse communities, track trends, and monitor recent discussions. This approach applies sentiment tagging and trend analysis to inform competitive intelligence and content strategy.

Does Reddit sentiment analysis output structured results or raw text?

Reddit sentiment analysis outputs structured results alongside direct URLs for quick synthesis. This formatting allows teams to efficiently process pain points, sentiment tags, and market opportunities without parsing raw thread text.