Your pass to private datasets.
Traditional Sharing vs DataPass
📥
Traditional
Share dataset
→
User downloads everything
❌ You lose control of your data
🔐
DataPass
User asks question
→
Gets only the answer
✅ Data stays private on HF
MCP Does the Heavy Lifting
When a subscriber asks a question, here's what happens behind the scenes:
1
User asks: "What are the top 10 categories?"
2
DataPass validates the access token
3
LLM converts question to SQL
4
DuckDB queries parquet files on HF
5
Only the result is returned to user
The user never sees the SQL, never touches DuckDB, never accesses HF directly.
Why DataPass?
For Dataset Owners
- 🔒 Keep your data private
- ⏱️ Grant time-limited access
- 🚫 Revoke anytime
- 💰 Monetize with Stripe
For Subscribers
- 💬 Query with SQL or plain English
- ⚡ No setup - just use MCP tools
- 📊 Get answers, not giant files
- 🔌 Works with Claude, Cursor, etc.
Security Model
🗄️
Dataset files never leave Hugging Face
🎫
DataPass validated on every request
📉
Results capped - no SELECT * dumps
DataPass — Your pass to private datasets.
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