reddit-insights

Perform semantic searches across Reddit posts and subreddits with engagement filtering and sentiment analysis.

Updated Mar 27, 2026
One-click install
npx skills add https://github.com/CenredJun/openclaw-claudecode-setup-kit --skill reddit-insights-cenredjun
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: reddit-insights
Source: https://github.com/CenredJun/openclaw-claudecode-setup-kit/tree/main/skills/reddit-insights
Command: npx skills add https://github.com/CenredJun/openclaw-claudecode-setup-kit --skill reddit-insights-cenredjun

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Reddit discussions are scattered and difficult to extract insights from at scale. This Skill enables fast discovery of pain points, trends, and sentiment by performing semantic searches across millions of Reddit posts and subreddits.

Core Features & Use Cases

  • Live semantic search across Reddit posts and subreddits with intent-aware matching.
  • Engagement-aware ranking using upvotes and comments to surface validated pain points.
  • Automatic sentiment tagging (Discussion, Q&A, Story, News) with relevance scoring.
  • Subreddit intelligence showing trending topics and recent activity.
  • Direct links to Reddit posts for full context and verification.
  • Use cases include product research, market validation, content inspiration, and competitive intelligence.

Quick Start

Install the MCP server, configure your API key, and run reddit-insights to start semantic Reddit searches.

Frequently Asked Questions about reddit-insights

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

FAQPage Schema
How do I extract user feedback and sentiment from Reddit posts at scale?

To extract user feedback and sentiment at scale, perform semantic searches across multiple subreddits to surface pain points, automatically tagging posts with sentiment and relevance scores for structured analysis.

Can I filter Reddit market research results by engagement metrics like upvotes and comments?

Yes, you can filter Reddit market research results by engagement. The analysis ranks posts using upvotes and comments to surface validated pain points and trending topics across communities.

What is the best way to find trending topics and pain points across multiple subreddits?

The best way to find trending topics and pain points across subreddits is using semantic search with intent-aware matching, which analyzes post content and engagement to surface relevant patterns for product research.

Does semantic Reddit search provide direct links to the original posts for verification?

Yes, semantic Reddit search provides direct URLs to the original posts. Results include structured fields like title, content, subreddit, upvotes, comments, relevance, sentiment, and the post URL for full context verification.

What data format should I expect from a Reddit sentiment analysis and subreddit intelligence scan?

From a Reddit sentiment analysis scan, expect structured data results containing title, content, subreddit, upvotes, comments, relevance, sentiment, and url fields to directly integrate into your market research workflow.