Comment Summarizer

Summarizes social media comment sections on X, Instagram, Facebook, and LinkedIn into key consensus themes using AI.

Transform endless social media comment threads into instant, structured consensus insights! Comment Summarizer extracts publicly visible comment sections on X (Twitter), Instagram, Facebook, and LinkedIn and uses AI to group them into consensus themes, weight percentages, representative quotes, and notable outliers. Key Features • Multi-Platform Support: Works on X/Twitter, Instagram, Facebook, and LinkedIn post pages. • Consensus Theme Bars: Displays key opinion clusters with percentage weights and direct quotes. • Notable Outliers: Highlights dissenting or unique perspectives you should not miss. • Smart Session Caching: Caches summaries per post during your browser session so switching tabs does not repeat API calls. • Auto-Scroll Extraction: Scrolls and gathers reply comments automatically up to your custom limit (50 to 500 comments). • Private & Client-Side (BYOK): Bring your own OpenAI API key. No developer backend, no telemetry, no data selling. Requirements (Important — Read Before Installing) This extension requires your own OpenAI API key. You are responsible for OpenAI API usage costs — the extension itself is free, but each summarization sends comment text to OpenAI's API (api.openai.com) using your key. 1. Install Comment Summarizer. 2. On first install, the Options page opens automatically — paste your OpenAI API Key (get one here). 3.Navigate to a post on X, Instagram, Facebook, or LinkedIn. 4.Click the extension icon to open the Side Panel, then click Summarize Comments. Supported Platforms •X (Twitter): Posts with visible replies •Instagram: Posts with comments •Facebook: Page and profile posts with comments (group posts may work but are not guaranteed — Facebook's DOM varies) •LinkedIn: Posts with comments How It Works •Comment text is read only when you click Summarize Comments — never in the background. •Extracted comments are sent directly from your browser to OpenAI for analysis. No data passes through developer servers. •Your API key and settings are stored locally on your device only.