{"repo":"deepsense-ai/db-ally","free":true,"listed":false,"github":"https://github.com/deepsense-ai/db-ally","clone":"git clone https://github.com/deepsense-ai/db-ally.git","description":"Efficient, consistent and secure library for querying structured data with natural language","language":"Python","stars":168,"topics":["database","llm","nlp","sql","text-to-sql","nlidb","natural-language-interface","database-agent"],"license":"MIT","category":"databases-storage","readme_excerpt":"Efficient, consistent and secure library for querying structured data with natural language Homepage Documentation Contact --- db-ally is an LLM-powered library for creating natural language interfaces to data sources. While it occupies a similar space to the text-to-SQL solutions, its goals and methods are different. db-ally allows developers to outline specific use cases for the LLM to handle, detailing the desired data format and the possible operations to fetch this data. db-ally effectively shields the complexity of the underlying data source from the model, presenting only the essential information needed for solving the specific use cases. Instead of generating arbitrary SQL, the model is asked to generate responses in a simplified query language. The benefits of db-ally can be described in terms of its four main characteristics: Consistency : db-ally ensures predictable output formats and confines operations to those predefined by developers, making it particularly well-suited for applications with precise requirements on their behavior or data format Security : db-ally prevents direct database access and arbitrary SQL execution, bolstering system safety Efficiency : db-ally hides most of the underlying database complexity, enabling the LLM to concentrate on essential aspects and improving performance Portability : db-ally introduces an abstraction layer between the model and the data, ensuring easy integration with various database technologies and other data sources","default_branch":null,"files":null,"tree":[],"storefront":"/r/deepsense-ai","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/deepsense-ai/db-ally/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}