A debugging pipeline may be developed to create a debugging experience for computer code operating in an execution environment, using a debugging tool outside of the execution environment. A producer can publish a debugging pipeline, configured to link the producer to a consumer (e.g., a debugging tool) by exposing a debugging pipeline interface object to a consumer. The debugging pipeline can implement a set of debugging protocols, comprising: protocol for processing of debugging requests for computer code in at least one of at least two computer languages; a protocol configured for processing of computer code language types in respective signatures without exposing operating system specific constructs; and a protocol for a first debugging pipeline to be isolated from one or more second debugging pipelines. Additionally, a consumer component can provide debugging of the computer code in the execution environment.