Score breakdown
Popularity is tracked separately. Support, ads, sponsorships, and tips never affect these signals.
Why it matters
Useful for teams that already trust Claude Code, Codex, Aider, or homegrown agents and now need credible, reproducible evals: install Harbor, point it at a small representative task set, and confirm that scoring matches human spot-checks before scaling up RL or CI-gated evals.
Who should use it
Who should skip it
Skip if the source link, docs, or setup requirements do not match your workflow.
Risk explanation
Docker-based sandboxes still need to be scoped and isolated per evaluation run; scoring logic should be reviewed against human spot-checks before being treated as ground truth.