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reddit-thread-analyzer

Analyze Reddit threads for sentiment, consensus, arguments, and discussion patterns.

1|Updated Aug 8, 2026
Search Tags:#sentiment analysis#webfetch#social listening#reddit#thread analysis#community opinions#discussion insights
One-click install
npx skills add https://github.com/th-efool/SKILLS --skill reddit-thread-analyzer-th-efool
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: reddit-thread-analyzer
Source: https://github.com/th-efool/SKILLS/tree/main/reddit-analyzer
Command: npx skills add https://github.com/th-efool/SKILLS --skill reddit-thread-analyzer-th-efool

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? Reading through hundreds of Reddit comments to understand community opinion is slow and subjective. This Skill automates the analysis of Reddit threads to surface sentiment, key arguments, consensus points, and controversies in a structured report. ## Core Features & Use Cases - Sentiment Analysis: Determines dominant sentiment, emotional tone, and how opinion shifts across the discussion. - Argument Extraction: Identifies top arguments for and against a topic, with direct quotes and comment scores. - Consensus & Controversy Detection: Highlights points of broad agreement and flags divisive topics splitting the community. - Use Case: Before buying a product, ask what Reddit thinks about it and receive a structured report summarizing pros, cons, expert opinions, and memorable quotes from the discussion. ## Quick Start Analyze this Reddit thread and summarize the community sentiment, top arguments, and consensus: https://www.reddit.com/r/apple/comments/example

Frequently Asked Questions about reddit-thread-analyzer

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

FAQPage Schema
How do I analyze a Reddit thread for sentiment?▼

Provide the Reddit thread URL and the Skill fetches the post and all comments using WebFetch. It then determines dominant sentiment, emotional tone, and sentiment distribution, delivering a structured report with quotes and scores.

How to find community consensus in Reddit discussions?▼

The analysis identifies consensus by examining highly upvoted comments, recurring patterns across multiple replies, and common ground between opposing viewpoints. Consensus points appear in a dedicated section of the report.

Can I analyze Reddit opinions about a product or topic?▼

Yes, provide either a thread URL or a question about Reddit opinions on a topic. The Skill fetches relevant threads, extracts top arguments for and against, and notes expert or verified contributor opinions.

Does Reddit thread analysis include comment scores and quotes?▼

Yes, the report includes direct quotes from comments along with their exact upvote scores to show community agreement levels. It prioritizes well-reasoned, highly upvoted arguments over emotional reactions.

What are the limitations of analyzing Reddit threads this way?▼

Analysis depends on WebFetch successfully loading the thread, so private, deleted, or rate-limited threads may fail. Sentiment percentages are approximate estimates, and very large threads may not have every comment fully processed.

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