Issue Pilot continuously indexes unclaimed issues across GitHub, GitLab, Codeberg, and Bugzilla, matching them to your verified stack proficiency and capability target.
Three deterministic stages take you from raw skill signals to an unclaimed ticket ready for a clean pull request.
Select active languages, frameworks, and navigation comfort—or sign in with GitHub to derive your capability baseline directly from commit history.
Eligible issues are evaluated in C++ across skill fit, estimated issue complexity, repository maintenance cadence, maintainer response speed, freshness, and past feedback.
Before a recommendation renders in your feed, live host API checks confirm the ticket is still open, unassigned, and has zero active pull requests.
Behind each recommendation is a real production workflow, moving data between federated code hosts, maintainer responsiveness history, and continuous unclaimed verification running every minute.
Calibrate your capability profile in 60 seconds and find verified unclaimed tickets across GitHub, GitLab, Codeberg, and Bugzilla.