Mlops GitHub Repositories (2026) · Open Source Tools

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/

Type-safe, distributed orchestration of agents, ML pipelines, and real-time inference on your k8s — in pure Python with async/await, also other languages (rust, go and ts)

Standardized Distributed Generative and Predictive AI Inference Platform for Scalable, Multi-Framework Deployment on Kubernetes

Open-source inference server and production cluster for all the models your agent needs.

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.

Curated list of the best truly open-source AI projects, models, tools, and infrastructure. Daily updated.

The AI Compute Platform for frontier teams. SkyPilot turns fragmented AI compute into one AI supercomputer, so frontier AI teams build custom intelligence faster.

Workflow Engine for Kubernetes

An orchestration platform for the development, production, and observation of data assets.

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

ZenML 🙏: One AI Platform from Pipelines to Agents. https://zenml.io.

Open Lakehouse Format for Multimodal AI. Convert from Parquet in 2 lines of code for 100x faster random access, vector index, and data versioning. Compatible with Pandas, DuckDB, Polars, Pyarrow, and PyTorch with more integrations coming..

An open source DevOps tool from the CNCF for packaging and versioning AI/ML models, datasets, code, and configuration into an OCI Artifact.

Label Studio is a multi-type data labeling and annotation tool with standardized output format

The AI developer platform. Use Weights & Biases to train and fine-tune models, and manage models from experimentation to production.

Machine Learning Pipelines for Kubeflow

Distributed AI Model Training and LLM Fine-Tuning on Kubernetes

CAIPE is an open-source AI platform for building, governing, and operating AI agents and agentic workflows for platform engineering and beyond.

LightlyStudio - The Unified Data Platform for Multimodal ML

KEDA External gRPC Scaler for GPU workloads - native NVML metrics via DaemonSet, no Prometheus required