Chroma provides open-source data infrastructure for AI applications, with vector, full-text, regex, and metadata search.

docs.trychroma.com
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About Self-host

Chroma provides data infrastructure for retrieval in AI applications. It stores documents, metadata, and embeddings, and supports dense, sparse, and hybrid vector search, full-text and regex search, metadata filtering, and retrieval across text, images, and audio.

It can run locally, be self-hosted, or be used as a managed cloud database, and is accessed through the Chroma SDK. It works with embedding models including OpenAI, Cohere, Hugging Face, and sentence-transformers, with examples for agentic search and code search using AST-aware chunking.

Key features

  • Store documents with associated metadata and embeddings
  • Dense, sparse, and hybrid similarity search
  • Keyword and regex search without embeddings
  • Filter search results by metadata conditions
  • Index and search text, images, and audio
  • Use models from OpenAI, Cohere, Hugging Face, and others
Best for: Developers building AI applications that need retrieval over documents, code, images, and audio.
Good for
  • Combines vector, full-text, regex, and metadata search in one system
  • Works with multiple embedding providers and models
  • Can run locally, be self-hosted, or use a managed cloud database

Self-host at a glance

Type
Website
Pricing
Not confirmed. Check the site
Platforms
Web
Open source
Not stated
Language
English
Last checked
Oct 5, 2026 · Online when checked
Listed
Oct 5, 2026

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Self-host FAQ

Can I run Chroma locally or use a hosted option?
Yes. It is licensed under Apache 2.0 and can run locally, be self-hosted, or use Chroma Cloud.
Do I need to use a specific embedding model?
No. It works with models including OpenAI, Cohere, Hugging Face, and sentence-transformers.
Can I search without embeddings?
Yes. It supports keyword and regex search over data without embeddings.
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