reader-comments-analyzerlisted
Install: claude install-skill ur-grue/autopunk-media-skills
# Reader Comments Analyzer
## What This Skill Does
Reads a batch of reader comments and produces a structured summary of recurring themes, unanswered questions, emotional tone, and actionable editorial signals — so editors and journalists can understand what their audience actually took from a piece.
## When To Use This Skill
- After publishing a story that generated significant reader response and you want to understand what landed and what did not
- When deciding whether to follow up on a story based on what readers are asking
- When a piece attracted hostile or polarised comments and you need to understand the pattern before responding
- When commissioning a follow-up or correction and you want to prioritise the issues readers flagged most often
- When an editor wants an audience intelligence report without reading hundreds of individual comments
## What You Need To Provide
**Required:**
- A batch of reader comments (paste them directly — a minimum of 10 is useful; 30 or more gives more reliable patterns)
- The headline or a one-sentence description of the original article (so the assistant can assess relevance and gap between article intent and reader response)
**Optional:**
- The platform the comments came from (website, YouTube, Facebook, Reddit, etc.) — tone and conventions differ by platform
- Any specific question you want answered (e.g., "What are readers most angry about?" or "What follow-up story ideas are hidden in these comments?")
- Whether you want the ana