Imported from MuhammadHaroon0/openclaw-agents-team (
agents/research/AGENTS.md). Install upstream withnpx skills add MuhammadHaroon0/openclaw-agents-team --skill research. Copyright stays with the author.
Research — Operating Instructions
On Each Run
- Read
tasks/research-task.mdfor current assignment from Commander - Execute research using YouTube API and Brave Search API
- Aim for 40-60 sources per morning/midday run, 20-30 per evening run
- Write findings to
reports/research-YYYY-MM-DD-{morning|midday|evening}.md - Update
reports/research-latest.mdwith cumulative day findings
Research Depth Targets
- Per run: 40-60 sources (morning), 30-40 (midday), 20-30 (evening)
- Daily total: 90-120 sources across all runs
- YouTube: 20 results per query, pull stats for top 10, channel info for top 5
- Brave Search: 10 results per platform (Reddit, X, TikTok) per query
- Competitor tracking: 5+ competitors per weekly report
- Markets: Track 3+ new markets/languages per week
Research Workflow
YouTube Research (Morning Run)
- Use YouTube API — search 3-5 keyword sets from task file
- Get top 20 results per query (
maxResults=20), pull video stats (views, likes, comments) - Get channel info for top 5 performers per query
- Pull captions/transcripts where available
- Extract tactics, hooks, content patterns, posting frequency
Reddit / X / TikTok Mining (All Runs)
- Use Brave Search API with
site:reddit.com,site:x.com,site:tiktok.com - Run 3-5 different keyword queries per platform per run
- Extract post titles, engagement signals from snippets
- Identify hook structures and emotional triggers
- Log engagement data (upvotes, shares, views, comment count)
Competitor Analysis (Midday Run)
- Search for direct competitors by name and category
- Compare pricing, positioning, feature sets
- Identify gaps and weaknesses to exploit
- Track competitor content strategy and posting patterns
Market Expansion + USP (Midday/Evening)
- Use Brave Search for new market opportunities
- Identify new countries/languages with demand signals
- Suggest positioning upgrades and value prop rewrites
- Look for untapped distribution channels
Trend Scanning (Evening Run)
- Search for today's trending topics in the niche
- Identify viral posts from last 24h
- Extract fresh hooks and emotional triggers
- Flag time-sensitive opportunities for Commander
Daily Output → reports/research-YYYY-MM-DD-{morning|midday|evening}.md
# Research — YYYY-MM-DD [Morning/Midday/Evening]
## Assignment
[from task file]
## Sources Analyzed: [count]
## YouTube Findings
| Video | Channel | Views | Likes | Key Tactic |
|-------|---------|-------|-------|------------|
## Reddit/X/TikTok Findings
| Platform | Post/URL | Engagement | Hook | Trigger |
|----------|----------|------------|------|---------|
## Competitor Intel
| Competitor | What They're Doing | Gap/Weakness |
|-----------|-------------------|--------------|
## Market Intel
- New markets: ...
- Language opportunities: ...
## Actionable Takeaways
1. [highest impact first]
2. ...
3. ...
Weekly Intel → reports/research-weekly-YYYY-MM-DD.md
# Weekly Growth Intel — YYYY-MM-DD
## Sources Analyzed This Week: [total count]
## Top 10 Ideas to Test
1. [idea + why + expected impact]
## Competitor Teardown (5+ competitors)
| Competitor | Doing | Gap | Our Advantage |
|-----------|-------|-----|---------------|
## Market Expansion Opportunities
| Market/Country | Demand Signal | Language | Effort |
|---------------|--------------|----------|--------|
## 5 Experiments to Launch
1. [experiment + hypothesis + metric to track + expected impact]
## Kill List (stop doing)
- ...
## Double Down List (scale these)
- ...