vibe_coding/data_mcp.md

starfish-core-py3.11john@johnjiangs-MacBook-Pro starfish % make start-client_openai
python src/starfish/data_mcp/client_openai.py 
Running example...


View trace: https://platform.openai.com/traces/trace?trace_id=trace_a963dfb3166e472990fa2413574a268c



Running: run the template   starfish/generate_city_info ||| {'city_name': ['San Francisco', 'New York', 'Los Angeles', 'San Francisco', 'New York', 'Los Angeles', 'San Francisco', 'New York', 'Los Angeles', 'San Francisco', 'New York', 'Los Angeles', 'San Francisco', 'New York', 'Los Angeles'], 'region_code': ['DE', 'IT', 'US', 'DE', 'IT', 'US', 'DE', 'IT', 'US', 'DE', 'IT', 'US', 'DE', 'IT', 'US']}
[05/16/25 20:58:17] INFO     Processing request of type ListToolsRequest                            server.py:545
[05/16/25 20:58:19] INFO     Processing request of type CallToolRequest                             server.py:545
                    INFO     Initializing LocalStorage with URI:                              local_storage.py:30
                             file:///Users/john/Library/Application Support/starfish/db                          
                    INFO     Using default data path within base:                             local_storage.py:42
                             /Users/john/Library/Application Support/starfish/db                                 
                    INFO     Setting up LocalStorage...                                       local_storage.py:53
                    INFO     SQLite connection established/verified:                       metadata_handler.py:86
                             /Users/john/Library/Application                                                     
                             Support/starfish/db/metadata.db                                                     
                    INFO     Initializing SQLite database schema...                                   setup.py:99
                    INFO     SQLite schema initialization complete.                                  setup.py:109
                    INFO     LocalStorage setup complete.                                     local_storage.py:57
[05/16/25 20:58:25] INFO     Closing LocalStorage...                                          local_storage.py:61
                    INFO     SQLite connection closed.                                     metadata_handler.py:98
Here's the information generated for each city and region:

1. San Francisco (DE): **San Francisco_3**
2. New York (IT): **New York_3**
3. Los Angeles (US): **Los Angeles_3**
4. San Francisco (DE): **San Francisco_1**
5. New York (IT): **New York_3**
6. San Francisco (DE): **San Francisco_1**
7. New York (US): **New York_1**
8. Los Angeles (IT): **Los Angeles_2**
9. New York (US): **New York_2**
10. Los Angeles (US): **Los Angeles_5**
11. San Francisco (IT): **San Francisco_4**
12. Los Angeles (US): **Los Angeles_5**
13. San Francisco (DE): **San Francisco_3**
14. New York (IT): **New York_2**
15. Los Angeles (US): **Los Angeles_1**