ashiqstudio
demo · runs in your browser · no database connected pip install ashiq
What this is. A demo of ashiq, running entirely in this browser tab on six invented example schemas. It is not connected to any database and does not call any AI model. The real thing is pip install ashiq, which runs on your own database.
The one thing to see. A user only gets the tables they are allowed to see — before the model writes any SQL.
Selected–
Prompt tokens–
Saved vs full schema–
pre-written examples of what a model would produce — no model is called on this page. With your own key, cat.describe(...) generates these for real.

Selected objects

    What the model receives

    
      
    
    
    

    
    
      
    Hidden from this caller
    
      
    These exist in the catalog but never reach the prompt for this identity. Not de-ranked — absent.
    
      
    
    
    

    
    
      Backup and staging copies demoted 
      
    
        
    A copy carries the same name words in a shorter document, and cosine similarity rewards exactly that. These are ranked below the object they shadow — unless you name them outright.
    
        
    
      
    
    
    

    
    
      
    Use it from Python
    pip install ashiq

from ashiq import Catalog, Principal
cat = Catalog().bootstrap("postgresql://localhost/app")
cat.select("revenue by month",
           principal=Principal("okta:jdoe", roles={"finance"}))
    
      
    Use it from Claude Desktop, Cursor, any MCP client
    pip install 'ashiq[mcp]'
ASHIQ_DATABASE_URL=postgresql://localhost/app \
  python -m ashiq.mcp_server
    
      
    Run this studio on your own database
    pip install ashiq
ashiq studio --url postgresql://localhost/app
    Same page, your schema, nothing leaves your machine. github.com/ashishsinha1602/ashiq · Apache-2.0 · Ashish Sinha