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Data & analyticsStatus: In production

Data access library with vector search

Challenge

Several applications needed uniform, safe database access including full-text and vector search for AI features, without rewriting that logic in every project.

Technology

  • Node.js
  • Mongoose
  • MongoDB Atlas Search
  • Vektorsuche
  • Jest
  • npm

Requirements

  • Connection caching and pooling
  • CRUD, pagination, aggregation and bulk operations
  • Fuzzy full-text and vector search
  • Protection against query injection

Approach

  1. 01Wrapper with clear, consistent methods
  2. 02Index management for regular and vector indexes
  3. 03Automated tests, published as a package, in use across several projects

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