{"categories":[{"label":"Artificial Intelligence","url":"https://skillfed.io/packages/category/scientific-engineering-artificial-intelligence/11"}],"enrichment":{"capability":"Provides utilities for handling raw HTTP requests in Azure ML webservices, built on Flask.","skillfed_tags":["azure-ml","webservice-utilities"],"use_cases":["Building custom Azure ML webservices that need direct access to HTTP request headers, body, or metadata.","Handling non-standard request formats or protocols in Azure ML inference endpoints.","Developing Flask-based microservices deployed through Azure ML's webservice infrastructure.","Prototyping ML service request handling before moving to production Azure ML deployments."],"what_it_does":"azureml-contrib-services is a utility package from Microsoft's Azure ML platform that extends Flask to handle raw HTTP requests in Azure ML webservices. It allows you to work directly with request objects rather than relying on higher-level abstractions. The package is designed for developers and researchers building machine learning services on Azure, targeting Python 3.8, 3.9, 3.10, and 3.11 across Windows, macOS, and Linux.\n\nThe package depends only on Flask, keeping installation lightweight. It is classified as Alpha, indicating it is still under active development and may not have reached stable API status. The proprietary license requires review before use in commercial or redistributed contexts. With 76381 monthly downloads, it has modest adoption within the Azure ML ecosystem.","worth_installing":"Yes, if you are building webservices on Azure ML and need direct HTTP request handling. The low install friction, active maintenance, and lack of known vulnerabilities make it safe to try. However, the Alpha status and unclear proprietary license mean you should verify the license terms for your use case and be prepared for potential API changes. Not recommended for projects outside the Azure ML ecosystem."},"id":"azureml-contrib-services","links":{"html":"https://skillfed.io/packages/azureml-contrib-services","md":"https://skillfed.io/packages/azureml-contrib-services.md","pypi":"https://pypi.org/project/azureml-contrib-services/"},"maintenance":{"status":"active"},"meta":{"latest_release":"2026-02-25","license_spdx":null,"license_treatment":"unclear","name":"azureml-contrib-services","python_support":"supports_current","summary":"Provides utilities for users which allows for     handling of the raw http requests in webservices."},"popularity":{"monthly_downloads":76381,"position":14628,"tier":"top_15000"},"security":{"n_vulnerabilities":0},"version":"1.62.0"}