Needle provides retrieval-augmented generation (RAG) tools that enable semantic search across your data, facilitating the development of AI agents and applications.
Tools
Create Collection
Tool to create a new collection. use after confirming the collection name.
Delete Files From A Collection
Tool to delete files from a specific collection by providing file ids. use after confirming valid file ids to remove from the collection.
Get Collection Stats
Tool to retrieve statistics for a specific collection by its id. use when you need document count, index size, and timestamps after confirming the collection exists.
List Collection Files
Tool to list all files within a specific collection by its id. use when you have a collection id and need to retrieve its files. supports pagination.
List Collections
Tool to list collections. use after authenticating with your api key to page through collections.