Best Open Source mlops Libraries
A curated list of the most popular GitHub repositories tagged with mlops. Select any project to visualize its architecture and dive into the codebase using RepoMind's AI engine.
#1GokuMohandas/Made-With-ML
Learn how to develop, deploy and iterate on production-grade ML applications.
#2apache/airflow
Apache Airflow - A platform to programmatically author, schedule, and monitor workflows
#3qdrant/qdrant
Qdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/
#4HumanSignal/label-studio
Label Studio is a multi-type data labeling and annotation tool with standardized output format
#5mlflow/mlflow
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-quality AI applications while controlling costs and managing access to models and data.
#6Avaiga/taipy
Turns Data and AI algorithms into production-ready web applications in no time.
#7NirDiamant/agents-towards-production
This repository delivers end-to-end, code-first tutorials covering every layer of production-grade GenAI agents, guiding you from spark to scale with proven patterns and reusable blueprints for real-world launches.
#8stas00/ml-engineering
Machine Learning Engineering Open Book
#9argoproj/argo-workflows
Workflow Engine for Kubernetes
#10weaviate/weaviate
Weaviate is an open-source vector database that stores both objects and vectors, allowing for the combination of vector search with structured filtering with the fault tolerance and scalability of a cloud-native database.
#11microsoft/agent-lightning
The absolute trainer to light up AI agents.
#12dagster-io/dagster
An orchestration platform for the development, production, and observation of data assets.
#13Netflix/metaflow
Build, Manage and Deploy AI/ML Systems
#14activeloopai/deeplake
the GPU-native, sandboxed Postgres for AI agents
#15argilla-io/argilla
Argilla is a collaboration tool for AI engineers and domain experts to build high-quality datasets
#16tencentmusic/cube-studio
cube studio开源云原生一站式机器学习/深度学习/大模型AI平台，mlops算法链路全流程，算力租赁平台，notebook在线开发，拖拉拽任务流pipeline编排，多机多卡分布式训练，超参搜索，推理服务VGPU虚拟化，边缘计算，标注平台自动化标注，deepseek等大模型sft微调/奖励模型/强化学习训练，vllm/ollama/mindie大模型多机推理，私有知识库，AI模型市场，支持国产cpu/gpu/npu 昇腾生态，支持RDMA，支持pytorch/tf/mxnet/deepspeed/paddle/colossalai/horovod/ray/volcano等分布式
#17PacktPublishing/LLM-Engineers-Handbook
The LLM's practical guide: From the fundamentals to deploying advanced LLM and RAG apps to AWS using LLMOps best practices
#18alvinreal/awesome-opensource-ai
Curated list of the best truly open-source AI projects, models, tools, and infrastructure.
#19pixeltable/pixeltable
Data Infrastructure providing a declarative, incremental approach for multimodal AI workloads.
#20hongbo-miao/hongbomiao.com
A personal research and development (R&D) lab that facilitates the sharing of knowledge.
#21caraml-dev/merlin
Kubernetes-friendly ML model management, deployment, and serving.
#22flyteorg/flyte-sdk
Type-safe, distributed orchestration of agents, ML pipelines, and real-time inference — in pure Python with async/await.