Version 0.0.77 (Stable)

The library has now reached stable. It now supports several LLMs (including HuggingFace, Ollama, OpenAI's GPT 4o and Anthropic among others), many Embedding Models and even more Vector Databases (most popular databases are now supported).

Several critical features were added in this time -

1. It has the ability to detect already having processed a type of document and avoid duplication in the vector database.
2. You can automatically filter the embeddings based on a relevance cut-off. This is possible even with databases that do not return a simialrity score.
3. It has extensive debug logging including the ablity to view raw LLM response
4. It returns sources used in a LLM query
5. You can use a variety of caches including Redis