cyberneticlibrary

Store and search embeddings

chromaskillsetup L29,423
Orchestra-Research/AI-Research-SKILLs
What it does

Store embeddings and perform semantic search with metadata filtering

Best for

Open-source RAG prototyping where self-hosted storage is preferred over managed cloud.

Inputs
  • · documents
  • · metadatas
  • · embeddings
Outputs
  • · matching documents
  • · distances
  • · metadata
Requires
  • · chromadb
  • · sentence-transformers
Preconditions

Python 3.7+; embeddings must match collection dimension

Failure modes

Embedding mismatch causes dimension error; unserialized collections lost on shutdown

Trust signals
  • · 24.3k GitHub stars
  • · Apache 2.0 license
  • · v1.3.3 stable