Memory Retrieval Engine Kit
Unified retrieval across all memory types with hybrid ranking.
Configuration
Retrieval Pipeline
Parse query intent300ms
Vector search600ms
Keyword search400ms
Reciprocal rank fusion300ms
Cross-encoder re-rank500ms
Return top results200ms
Integration Code
import { createRetrievalEngine } from 'agent-tools-kit/memory'
const engine = createRetrievalEngine({
ranking: 'hybrid-rrf',
rerank: true,
topK: 5,
})
// Retrieve from all memory types
const results = await engine.retrieve(
'How does authentication work?',
{ sources: ['semantic', 'episodic', 'long-term'] }
)
console.log(results.map(r => ({
title: r.title,
score: r.relevanceScore,
source: r.memoryType,
})))