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Поиск моделей, инструментов и руководств

How to evaluate toolchain reliability

Beyond popularity, prioritize release cadence, maintainer spread, and issue response speed to estimate real operational reliability.

Рейтинг тулчейнов

Популярные MLOps/engineering-репозитории из поиска GitHub (`topic:mlops`); балл основан на звёздах в пределах набора результатов.

Обновлено: · 22m ago

Источники данных и методология

Source: GitHub Search API

Metrics: stars_normalized_within_result_set

Update cadence: daily

Fetched at: 2026-10-08T12:23:04.078Z

Data version: v20261008T122303Z

Объём данных: 20

Method: webx-ranking-v2

Ранг Тулчейн / набор Сопровождение Язык Stars Балл Заметки
1 Made-With-ML GokuMohandas Jupyter Notebook 49,702 99.8 Learn how to develop, deploy and iterate on production-grade ML applications.
2 airflow apache Python 47,116 97.8 Apache Airflow - A platform to programmatically author, schedule, and monitor workflows
3 qdrant qdrant Rust 34,976 88.6 Qdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. Also available in the cloud https://cloud.qdran
4 label-studio HumanSignal TypeScript 28,418 83.6 Label Studio is a multi-type data labeling and annotation tool with standardized output format
5 mlflow mlflow Python 28,313 83.5 The open source AI engineering platform for agents, LLMs, and ML models. MLflow enables teams of all sizes to debug, evaluate, monitor, and optimize production-
6 serve jina-ai Python 21,859 78.6 ☁️ Build multimodal AI applications with cloud-native stack
7 agents-towards-production NirDiamant Jupyter Notebook 21,535 78.4 End-to-end, code-first tutorials for building production-grade GenAI agents. From prototype to enterprise deployment.
8 awesome-production-machine-learning EthicalML — 20,980 78 A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning
9 taipy Avaiga Python 19,438 76.8 Turns Data and AI algorithms into production-ready web applications in no time.
10 ml-engineering stas00 Python 19,410 76.8 Machine Learning Engineering Open Book
11 agent-lightning 🇺🇸 microsoft Python 18,591 76.1 The absolute trainer to light up AI agents.
12 argo-workflows argoproj Go 17,027 74.9 Workflow Engine for Kubernetes
13 weaviate weaviate Go 16,875 74.8 Weaviate is an open-source vector database that stores both objects and vectors, allowing for the combination of vector search with structured filtering with th
14 dagster dagster-io Python 16,254 74.4 An orchestration platform for the development, production, and observation of data assets.
15 mlops-zoomcamp DataTalksClub Jupyter Notebook 15,390 73.7 Free MLOps course from DataTalks.Club. Register here 👇🏼 to get notified about the next cohort
16 nni 🇺🇸 microsoft Python 14,366 72.9 An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-pa
17 awesome-mlops visenger — 14,230 72.8 A curated list of references for MLOps
18 OpenLLM bentoml Python 12,552 71.5 Run any open-source LLMs, such as DeepSeek and Llama, as OpenAI compatible API endpoint in the cloud.
19 great_expectations fivetran Python 11,866 71 Always know what to expect from your data.
20 tensorzero tensorzero Rust 11,710 70.9 TensorZero is an open-source LLMOps platform that unifies an LLM gateway, observability, evaluation, optimization, and experimentation.

Цены в таблице — основной листинг OpenRouter. Официальные цены вендоров — на странице Token. Снимок: 2026-10-08T12:23:04.078Z.

Матрица мульти-источниковых цен Token

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