{"library":"needle-python","type":"library","category":null,"description":"needle-python is the official client library for the Needle API. It simplifies the process of building Retrieval-Augmented Generation (RAG) pipelines, enabling semantic search and efficient contextualization for Large Language Models (LLMs). The library, currently at version 0.6.0, provides tools for managing collections, uploading files, and performing contextual searches. It is actively maintained with a focus on API integration and RAG pipeline development.","language":"python","status":"active","version":"0.6.0","tags":["RAG","LLM","AI","semantic search","API client","contextualization","information retrieval"],"install":[{"cmd":"pip install needle-python","imports":["from needle.v1 import NeedleClient","from needle.v1.models import FileToAdd"]}],"homepage":"https://needle.app","github":"https://github.com/oeken/needle-python","docs":"https://docs.needle.app","changelog":null,"pypi":"https://pypi.org/project/needle-python/","npm":null,"openapi_spec":null,"status_page":null,"smithery":null,"compatibility":{"summary":{"python_range":"3.10–3.9","success_rate":100,"avg_install_s":2.1,"avg_import_s":0.61,"wheel_type":"wheel"},"url":"https://checklist.day/v1/registry/needle-python/compatibility"},"provenance":{"verified_status":"passing","verified_at":"Sun Jun 28","last_verified":"Sun Jun 28","next_check":"Tue Jul 28","install_tag":null}}