npm run mineBy default uses the first niche ("YouTube creators") and first 2 queries from config.
npm run mine -- --niche="YouTube creators"
npm run mine -- --niche="Excel/Google Sheets power users"
npm run mine -- --niche="Developers and programmers"Use --niches with semicolon-separated values:
npm run mine -- --niches="YouTube creators;Developers and programmers"
npm run mine -- --niches="YouTube creators;Instagram Reels editors;TikTok content creators"Available niches:
YouTube creatorsInstagram Reels editorsTikTok content creatorsExcel/Google Sheets power usersCopywriters and content marketersSmall e-commerce ownersDevelopers and programmersStudents and researchers
npm run mine -- --query="AI writing assistant"
npm run mine -- --query="YouTube thumbnail generator"Only include ideas with finalScore above threshold:
npm run mine -- --min-score=7
npm run mine -- --min-score=6.5Default is 5.0.
Enable search demand analysis (enabled by default in real mode):
npm run mine -- --enable-trendsSkip trends analysis (useful for faster runs):
npm run mine -- --skip-trendsFilter by minimum search demand (requires trends enabled):
npm run mine -- --enable-trends --min-search-demand=6npm run mine -- --niches="YouTube creators;Developers" --query="video editing" --min-score=6HEADLESS=false npm run mineLOG_LEVEL=debug npm run mineHEADLESS=false LOG_LEVEL=debug npm run mine -- --niche="YouTube creators"All results are saved to the out/ directory:
out/
├── mining-youtube-creators-2025-12-10-18-54-47.json # Detailed per-query result
├── ideas-summary-2025-12-10-18-55-06.json # Aggregated ideas (JSON)
├── ideas-summary-2025-12-10-18-55-06.md # Human-readable summary
└── opportunities-2025-12-10-18-55-06.md # Clustered opportunities report
The opportunities-*.md file groups similar ideas together and shows evidence strength (how many sources support each idea).
# Idea Miner Summary — 2025-12-10
**Products analyzed:** 10
**Ideas generated:** 16
**Ideas above threshold (5+):** 12
---
## 1. ClipNotes (Score: 8.5)
**Pitch:** One-click export of YouTube video summaries directly to Notion/Obsidian
**One function:** Export video summary to your note-taking app with one click
**Input → Output:** User clicks button on YouTube → summary appears in Notion
**Existing demand:** 500k+ Vidnoz users, top review complaint is 'no export to Notion'
**Differs from source:** Does ONE thing: export. No summarization UI, just send to PKM app
**Who pays:** Students and researchers who use Notion/Obsidian ($5/mo)
**Effort:** ~1 week (1 weeks)
**Scores:**
| Metric | Score |
|--------|-------|
| Existing Demand | 9/10 |
| Time Saving | 9/10 |
| Monetization | 7/10 |
| Competition (−) | 5/10 |
| Simplicity | 8/10 |
| Personal Fit | 10/10 |
| Platform Risk (−) | 2/10 |
| Search Demand | 7/10 |
| **Final** | **8.5** |
**Source:** [Vidnoz AI Video Summarizer](https://...) (YouTube creators)# Idea Miner Opportunities — 2025-12-10
**Products analyzed:** 10
**Ideas generated:** 16
**Ideas after filtering (score≥5, risk<7):** 12
**Unique opportunities (clustered):** 4
---
## 1. ClipNotes [3 sources] (Score: 8.5)
**Pitch:** One-click export of YouTube video summaries directly to Notion/Obsidian
...
**Based on analysis of:**
- [Vidnoz AI](https://...) (500k users)
- [Another Summarizer](https://...) (100k users)
- [Third Product](https://...) (50k users){
"timestamp": "2025-12-10T18:54:47.134Z",
"niche": "YouTube creators",
"source": "Chrome Web Store",
"query": "YouTube summary",
"analyses": [
{
"source": "chrome_web_store",
"sourceProductName": "Vidnoz AI Video Summarizer",
"sourceUrl": "https://...",
"category": "Productivity",
"approxUsers": "500k+",
"userCount": 500000,
"priceModel": "freemium",
"mainValueProp": "Summarizes long YouTube videos...",
"targetUser": "Students, researchers...",
"mainPainPoints": ["..."],
"painsFromReviews": ["No Notion export", "Too expensive", "..."],
"weaknesses": ["Feature bloat", "..."],
"missingSimpleUseCases": ["One-click export", "..."],
"features": ["..."],
"derivedIdeas": [
{
"ideaName": "ClipNotes",
"oneSentencePitch": "One-click export...",
"oneFunction": "Export video summary...",
"inputOutputExample": "User clicks → summary in Notion",
"whyExistingDemand": "500k+ users, top complaint...",
"howItDiffersFromSource": "Single function, no bloat",
"whoWillPay": "Students ($5/mo)",
"estimatedEffortWeeks": 1,
"scores": {
"existingDemand": 9,
"timeSavingPotential": 9,
"monetizationPotential": 7,
"competitionSaturation": 5,
"simplicityOfMVP": 8,
"personalFit": 10,
"platformRisk": 2,
"searchDemand": 7,
"finalScore": 8.5
}
}
]
}
]
}# crontab -e
0 3 * * 1 cd /path/to/idea-ai && npm run mine >> /var/log/idea-miner.log 2>&1# .github/workflows/mine.yml
name: Mine Ideas
on:
schedule:
- cron: '0 3 * * 1' # Every Monday at 3:00 AM
workflow_dispatch: # Manual trigger
jobs:
mine:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
- uses: actions/setup-node@v4
with:
node-version: '20'
- run: npm install
- run: npm run mine
env:
OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
STAGEHAND_ENV: BROWSERBASE
BROWSERBASE_API_KEY: ${{ secrets.BROWSERBASE_API_KEY }}
BROWSERBASE_PROJECT_ID: ${{ secrets.BROWSERBASE_PROJECT_ID }}
- uses: actions/upload-artifact@v4
with:
name: ideas
path: out/