Top MLOPS GitHub Repositories & Tools (2026)

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

Dynamic, resilient AI orchestration. Coordinate data, models, and compute as you build AI workflows.

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

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

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

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

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..

The Context Layer for unstructured data: typed, versioned datasets over S3, GCS, Azure

LUPINE is a GPU over IP bridge allowing GPUs on remote machines to be attached to CPU-only machines.

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

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

Workflow Engine for Kubernetes