advanced-agentdb-vector-search-implementation

Advanced AgentDB Vector Search Implementation

---

LIBRARY-FIRST PROTOCOL (MANDATORY)

Before writing ANY code, you MUST check:

Step 1: Library Catalog

• Location: .claude/library/catalog.json
• If match >70%: REUSE or ADAPT

Step 2: Patterns Guide

• Location: .claude/docs/inventories/LIBRARY-PATTERNS-GUIDE.md
• If pattern exists: FOLLOW documented approach

Step 3: Existing Projects

• Location: D:\Projects\*
• If found: EXTRACT and adapt

Decision Matrix

Match	Action
Library >90%	REUSE directly
Library 70-90%	ADAPT minimally
Pattern exists	FOLLOW pattern
In project	EXTRACT
No match	BUILD (add to library after)

---

Overview

Master advanced AgentDB features including QUIC synchronization, multi-database management, custom distance metrics, hybrid search, and distributed systems integration for building distributed AI systems, multi-agent coordination, and advanced vector search applications.

When to Use This Skill

Use this skill when you need to:

• Build distributed vector search systems
• Implement multi-agent coordination with shared memory
• Create custom similarity metrics for specialized domains
• Deploy hybrid search combining vector and traditional methods
• Scale AgentDB to production with high availability
• Synchronize multiple AgentDB instances in real-time

SOP Framework: 5-Phase Advanced Vector Search Deployment

Phase 1: Setup AgentDB Infrastructure (2-3 hours)

Objective: Initialize multi-database AgentDB infrastructure with proper configuration

Agent: backend-dev

Steps:

1. Install AgentDB with advanced features

npm install agentdb-advanced@latest
npm install @agentdb/quic-sync @agentdb/distributed

1. Initialize primary database

import { AgentDB } from 'agentdb-advanced';
import { QUICSync } from '@agentdb/quic-sync';

const primaryDB = new AgentDB({
  name: 'primary-vector-db',
  dimensions: 1536, // OpenAI embedding size
  indexType: 'hnsw',
  distanceMetric: 'cosine',
  persistPath: './data/primary',
  advanced: {
    enableQUIC: true,
    multiDB: true,
    hybridSearch: true
  }
});

await primaryDB.initialize();