Store and search embeddings
chromaskillsetup L2★9,423
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