SQL Server Table Assistant
by hblaDCOM
This application allows you to interact with a specific SQL Server table using natural language. It leverages the Modal Context Protocol to facilitate communication between LLMs and your data source.
Last updated: N/A
What is SQL Server Table Assistant?
SQL Server Table Assistant is an application that enables users to interact with a specific SQL Server table using natural language. It utilizes the Modal Context Protocol (MCP) to translate natural language queries into SQL queries, allowing for a more intuitive data interaction experience.
How to use SQL Server Table Assistant?
To use the application, clone the repository, install the dependencies, set up the environment variables (including Azure OpenAI and SQL Server credentials), and run the client script. You can then type your questions about the table in plain English, and the assistant will generate and execute SQL queries based on your input. You can provide feedback to refine the queries and view the results in a formatted table.
Key features of SQL Server Table Assistant
Talk to Your Table: Chat with a specific SQL Server table using plain English
SQL Query Iteration: Provide feedback to refine SQL queries until they meet your needs
Beautiful Tabular Results: View query results in well-formatted tables for better readability
Query History Logging: Automatically save queries, iterations, and results for future reference
No-Code Table Operations: Query, insert, update, and delete data through natural conversations
Secure, Limited Access: Connect to only one table with restricted credentials for enhanced security
MCP-Enhanced Accuracy: Achieve precise table interactions through Modal Context Protocol
Context-Aware Conversations: Maintain context across multiple queries
Natural Language Explanations: Get plain English explanations of query results
Token Optimization: Smart caching and context management to minimize API usage
Use cases of SQL Server Table Assistant
Quickly retrieve data from a SQL Server table without writing SQL queries.
Allow non-technical users to access and manipulate data in a SQL Server table.
Automate data extraction and reporting tasks using natural language commands.
Build custom data analysis tools that can be easily used by anyone.
FAQ from SQL Server Table Assistant
What is Modal Context Protocol (MCP)?
What is Modal Context Protocol (MCP)?
MCP is a methodology that standardizes how context is bound to LLMs, providing a standard way to connect AI models to different data sources and tools.
Why use Single Table Mode?
Why use Single Table Mode?
Single Table Mode enhances security by limiting access to a single table, simplifies permissions, provides a focused experience, and reduces the risk of accidental access to sensitive data in other tables.
How does the application optimize token usage?
How does the application optimize token usage?
The application uses smart schema summarization, response caching, minimal prompt design, conversation management, dedicated system prompts, selective result transmission, and token parameter tuning to minimize token usage.
What are the prerequisites for using this application?
What are the prerequisites for using this application?
You need Python 3.12+, a valid Azure OpenAI deployment with API access, SQL Server with a table, and limited user credentials with access to only that table.
What special commands are available?
What special commands are available?
The application includes /diagnose to run table access diagnostics, /refresh_schema to refresh the table schema, and /history to view a list of all queries executed in the current session.