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proskillv1.0.1✓ verified

search-implementation

Implement search that finds things — full-text mechanics (analyzers, BM25), vector/semantic search and hybrid ranking with RRF, relevance evaluation with golden queries, indexing pipelines that stay in sync, typo tolerance, facets, and when Postgres is enough.

$npx vanara install search-implementation

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Overview

Search fails in a uniquely embarrassing way: everything is "up", latency is fine, and users still can't find the thing they typed almost-correctly. Relevance is a product feature that needs engineering discipline — measurement, evaluation sets, and an index that doesn't drift from the source of truth. Deep detail in references/; ranking math and a golden-query evaluation harness in examples/; run

What it covers

Details

Tier
Pro — $10/mo
Version
1.0.1
Depth
3 references · 2 examples · 1 runnable scripts
Verification
1/1 runnable checks passing ✓ · last verified 2026-08-28pass-rate over the last 30 verification runs (2026-07-30 → 2026-08-28)
Runs on
Your own Claude Code — no API keys
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