Answering a query about source code by augmenting the query with information retrieved using code metadata similar to the query

Abstract

Systems, methods, and computer-readable media are provided for intelligent code integration, deployment, and analysis. An example intelligent code analysis system is configured to access and maintain an issue knowledge base storing information about code issues and/or issue resolutions associated with one or more software pipelines managed by the system. The system may process a natural language request about one or more code issues, issue resolutions, and/or sets of code. The system may additionally or alternatively analyze code issues to determine sets of code that should be newly associated with the issues, and/or analyze sets of code to determine issues that should be newly associated with the sets of code. The system generates a prompt that includes content from the natural language request, information about code issues, and/or information about sets of code. The system prompts a large language model (LLM) with the prompt and provides a response for the natural language request based on a result of execution of the prompt by the LLM.