What this agent does
Keeping up with a fast-moving niche means tracking competitor moves, emerging trends, and new tools across dozens of scattered sources — and doing that manually every week doesn't scale. This agent scans your industry, finds what actually changed, and delivers one ranked report of the opportunities worth acting on.
stage-1-signal-scan— searches for recent competitor announcements, funding news, product launches, and trend signals across your specified industry or niche.stage-2-opportunity-scoring— scores every finding by relevance and urgency, groups them into competitor moves / emerging trends / new tools, and writes a specific recommended action for each top-ranked item.
Every run appends to a market-history log, so you can see how the competitive landscape shifted over time, not just its current snapshot.
Requirements
- Runs entirely on free, built-in research tools (
web_search,web_research,x_search) — no paid market-intelligence or SERP-tracking API required. - Works on Zo Computer natively and on Claude AI (claude.ai with web search, or Claude Code).
Setup
- Unzip the package into your workspace, keeping the folder structure intact.
- Fill in your industry/niche, named competitors, and the specific trend keywords you care about.
- Run a starter prompt to try a full scan end to end.
- For recurring scans, schedule it weekly or biweekly — fast-moving niches shift quickly enough that monthly is usually too slow.
What you get
- A regular scan of competitor announcements, funding news, product launches, and trend signals in your niche
- Every finding scored for relevance and urgency and grouped into competitor moves, emerging trends, and new tools
- A specific recommended action for each top-ranked item, not just a list of headlines
- A running market-history log so you can see how the landscape shifted over time
- Setup that works out of the box on both Zo Computer and Claude AI, no paid APIs required