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Example Gallery

Here are some practical examples of using raggy in real-world scenarios.

Chat with Content

Ye old "chat your data" examples.

Chat with a Website

uv run examples/chat_with_X/website.py "let's chat about docs.astral.sh/uv"

Chat with a GitHub Repo

uv run examples/chat_with_X/repo.py "let's chat about astral-sh/uv"

Refresh Vectorstores

A prefect flow to gather documents from sources of knowledge, embed them and put them in a vectorstore.

Refresh TurboPuffer

uv run examples/refresh_vectorstore/tpuf_namespace.py

Refresh Chroma

uv run examples/refresh_vectorstore/chroma_collection.py