Reddit Market Research

Turn a keyword, subreddit, market/niche, or thread URL into structured research insights pulled from real Reddit discussions, saved as markdown.

The design is a loop + skill: a script does the deterministic, repetitive work (querying Arctic Shift, paginating, ranking and compressing comments) and hands you compact thread "bundles"; you then loop over those bundles and do the judgment work — reading each thread and extracting goal-specific insights. You are the analysis model here. (In a production service you'd swap that one extraction step for a programmatic LLM call; the rest is unchanged.)

Files in this skill

• scripts/arctic.py — fetch + rank + compress. Run it; don't reimplement it.
• references/output_template.md — goal schemas, the exact .md templates, scoring. Read before writing any output.
• references/api_reference.md — Arctic Shift endpoints + gotchas. Read only if the script errors or you need an endpoint it doesn't wrap.

Why it's built this way