FlareStart
HomeNewsHow ToSources
FlareStart

Where developers start their day. All the tech news & tutorials that matter, in one place.

Quick Links

  • Home
  • News
  • Tutorials
  • Sources
  • Privacy Policy

Connect

© 2026 FlareStart. All rights reserved.

Back to articles
ChromaDB Has a Free API: The Simplest Vector Database for AI Prototyping
How-ToProgramming Languages

ChromaDB Has a Free API: The Simplest Vector Database for AI Prototyping

via Dev.to PythonAlex Spinov5h ago

ChromaDB is the simplest vector database — pip install, 4 lines of code, and you have a working semantic search. It runs embedded (in-process) or as a server, with a clean Python and JavaScript API. Why ChromaDB? 4 lines to start — simplest API of any vector database Embedded mode — runs in-process, no server needed Auto-embedding — built-in OpenAI, Sentence Transformers, etc. Multi-modal — text, images, documents Free — open source, Apache 2.0 Install pip install chromadb Minimal Example (4 Lines!) import chromadb client = chromadb . Client () collection = client . create_collection ( " docs " ) collection . add ( documents = [ " AI is transforming search " , " Vector databases store embeddings " , " RAG combines retrieval and generation " ], ids = [ " doc1 " , " doc2 " , " doc3 " ], ) results = collection . query ( query_texts = [ " how does AI search work? " ], n_results = 2 ) print ( results [ ' documents ' ]) # Most relevant documents With Metadata Filtering import chromadb client

Continue reading on Dev.to Python

Opens in a new tab

Read Full Article
0 views

Related Articles

Red Rooms makes online poker as thrilling as its serial killer
How-To

Red Rooms makes online poker as thrilling as its serial killer

The Verge • 1h ago

Don’t Know What Project to Build? Here Are Developer Projects That Actually Make You Better
How-To

Don’t Know What Project to Build? Here Are Developer Projects That Actually Make You Better

Medium Programming • 2h ago

Why Most Developers
Stay Broke
How-To

Why Most Developers Stay Broke

Medium Programming • 4h ago

Building a Simple Lab Result Agent in .NET (Microsoft Agent Framework + Ollama)
How-To

Building a Simple Lab Result Agent in .NET (Microsoft Agent Framework + Ollama)

Medium Programming • 5h ago

“You don’t need to learn programming anymore” — Reality Check from a CTO
How-To

“You don’t need to learn programming anymore” — Reality Check from a CTO

Medium Programming • 5h ago

Discover More Articles