Find open-source issues.
Ship code that matters.

Issue Pilot continuously indexes unclaimed issues across GitHub, GitLab, Codeberg, and Bugzilla, matching them to your verified stack proficiency and capability target.

Popular:
Continuously indexed & verified across modern open source
GitHub
GraphQL & REST v3
GitLab
REST API v4
Codeberg
Gitea v1 API
Bugzilla
REST 5.0 Core
Pipeline / 01–03

Find issues you can actually ship.

Three deterministic stages take you from raw skill signals to an unclaimed ticket ready for a clean pull request.

01Calibration

Map your stack and target complexity

Select active languages, frameworks, and navigation comfort—or sign in with GitHub to derive your capability baseline directly from commit history.

Stack vector · Capability dial (0–100)
02Deterministic Ranking

Score every open issue across 6 signals

Eligible issues are evaluated in C++ across skill fit, estimated issue complexity, repository maintenance cadence, maintainer response speed, freshness, and past feedback.

S · D · R · H · F · N weighted composite
03Pre-Delivery Check

Verify unclaimed status right before display

Before a recommendation renders in your feed, live host API checks confirm the ticket is still open, unassigned, and has zero active pull requests.

GitHub · GitLab · Codeberg · Bugzilla

The numbers speak
for themselves.

Behind each recommendation is a real production workflow, moving data between federated code hosts, maintainer responsiveness history, and continuous unclaimed verification running every minute.

Live API check confirms open state & zero active assignees
STEP 01
Deterministic C++ engine evaluates 6 independent repository & fit signals
STEP 02
Personal thumbs-up & thumbs-down history refines future rankings
STEP 03
Scheduled discovery & refresh jobs prune closed or claimed issues
STEP 04
Architecture Highlights
C++20
Deterministic Scoring Core
Live API
Pre-Delivery Verification
4 Hosts
GitHub, GitLab, Codeberg, Bugzilla
6 Signals
Multi-Factor Compatibility

Ready to ship your next open-source PR?

Calibrate your capability profile in 60 seconds and find verified unclaimed tickets across GitHub, GitLab, Codeberg, and Bugzilla.