{"categories":[{"label":"Artificial Intelligence","url":"https://skillfed.io/packages/category/scientific-engineering-artificial-intelligence/3"}],"enrichment":{"capability":"Client library for posting experiment metrics, model registry data, and authentication to DVC Studio, a platform for tracking and managing machine learning experiments.","skillfed_tags":["ml-experiment-tracking","dvc-integration","model-registry"],"use_cases":["Post live metrics from DVCLive experiments to DVC Studio during training runs for real-time monitoring.","Retrieve download URIs for models stored in DVC Studio's model registry for deployment pipelines.","Authenticate a custom application or CI/CD workflow to interact with DVC Studio's API.","Integrate experiment tracking into non-DVC ML workflows that still use DVC Studio as a central hub.","Automate metric collection and upload from distributed training jobs to a centralized Studio instance."],"what_it_does":"dvc-studio-client is a lightweight Python library that bridges local machine learning workflows to DVC Studio, Iterative's experiment tracking and model management platform. It provides three main capabilities: retrieving download URIs for registered models, posting live experiment metrics to a Studio backend, and handling OAuth-style authentication for client applications.\n\nThe package is designed as a thin integration layer, not a standalone ML platform\u2014it assumes you already have a DVC Studio instance or account and need to programmatically send data to it. It depends on dulwich for Git operations, requests for HTTP communication, and voluptuous for configuration validation. The library targets modern Python versions (3.9 through 3.14) and is actively maintained by Iterative, the team behind DVC.","worth_installing":"Yes, if you use DVC Studio and need to post metrics or access model registry data from Python code. The low install friction, active maintenance, permissive license, and zero known vulnerabilities make it safe to add. Not necessary if you only use DVC Studio's web UI or don't track experiments with it."},"id":"dvc-studio-client","links":{"html":"https://skillfed.io/packages/dvc-studio-client","md":"https://skillfed.io/packages/dvc-studio-client.md","pypi":"https://pypi.org/project/dvc-studio-client/"},"maintenance":{"status":"active"},"meta":{"latest_release":"2026-06-01","license_spdx":"Apache-2.0","license_treatment":"permissive","name":"dvc-studio-client","python_support":"supports_current","summary":"Small library to post data from DVC/DVCLive to Iterative Studio "},"popularity":{"monthly_downloads":2253619,"position":3187,"tier":"top_5000"},"security":{"n_vulnerabilities":0},"version":"0.23.0"}