- RelevanceJudge: threshold-based relevance evaluation - evaluate(): single query-result pair scoring - evaluate_batch(): batch eval with precision/recall/F1 - Tracks: evals total, relevant/irrelevant, score histogram - Updates precision/recall/F1 gauges per batch - 4 unit tests passing - Metrics: R1-R9 (9 metrics instrumented)