  Developers often struggle to navigate an Open Source Software (OSS) project's
issue-tracking system and find a suitable task. Proper issue labeling can aid
task selection, but current tools are limited to classifying the issues
according to their type (e.g., bug, question, good first issue, feature, etc.).
In contrast, this paper presents a tool (GiveMeLabeledIssues) that mines
project repositories and labels issues based on the skills required to solve
them. We leverage the domain of the APIs involved in the solution (e.g., User
Interface (UI), Test, Databases (DB), etc.) as a proxy for the required skills.
GiveMeLabeledIssues facilitates matching developers' skills to tasks, reducing
the burden on project maintainers. The tool obtained a precision of 83.9% when
predicting the API domains involved in the issues. The replication package
contains instructions on executing the tool and including new projects. A demo
video is available at https://www.youtube.com/watch?v=ic2quUue7i8
