#1
Best Practices on Recommendation Systems
22K starsJun 14, 2026 pushdevopsPythonKubernetes
$ npx skills add recommenders-team/recommendersAlternatives
Metarank alternatives for AI agents.
Compare similar skills by workflow fit, trust score, quality, GitHub adoption, maintenance, and install readiness.
Current skill
Metarank
A low code Machine Learning personalized ranking service for articles, listings, search results, recommendations that boosts user engagement. A friendly Learn-to-Rank engine
87
Quality
89
Trust
2.4K
Stars
#2
MLRun is an open source MLOps platform for quickly building and managing continuous ML applications across their lifecycle. MLRun integrates into your development and CI/CD environment and automates the delivery of production data, ML pipelines, and online applications.
1.7K starsJun 15, 2026 pushdevopsPythonKubernetes
$ npx skills add mlrun/mlrun#3
Determined is an open-source machine learning platform that simplifies distributed training, hyperparameter tuning, experiment tracking, and resource management. Works with PyTorch and TensorFlow.
3.2K starsMar 20, 2025 pushdevopsGoKubernetes
$ npx skills add determined-ai/determined#4
Machine Learning Pipelines for Kubeflow
4.2K starsJun 16, 2026 pushdevopsPythonKubernetes
$ npx skills add kubeflow/pipelines#5
AI Infra / AI Orchestration / AI Control Plane
3.7K starsJun 12, 2026 pushdevopsMDXKubernetes
$ npx skills add polyaxon/polyaxon#6
A toolkit to run Ray applications on Kubernetes
2.5K starsJun 16, 2026 pushdevopsGoKubernetes
$ npx skills add ray-project/kuberay#7
Automated Machine Learning on Kubernetes
1.7K starsJun 15, 2026 pushdevopsPythonKubernetes
$ npx skills add kubeflow/katib#8
Apache OpenWhisk is an open source serverless cloud platform
6.8K starsMay 7, 2026 pushdevopsScalaKubernetes
$ npx skills add apache/openwhisk#9
AI Infrastructure Engineer Learning Track - Production ML infrastructure curriculum (2-4 years experience)
1.3K starsJun 1, 2026 pushdevopsPythonKubernetes
$ npx skills add ai-infra-curriculum/ai-infra-engineer-learning#10
The AI Datastore for Schemas, BLOBs, and Predictions. Use with your apps or integrate built-in Human Supervision, Data Workflow, and UI Catalog to get the most value out of your AI Data.
1.9K starsJun 12, 2026 pushdevopsPythonKubernetes
$ npx skills add diffgram/diffgram#11
Distribute and run AI workloads on Kubernetes magically in Python, like PyTorch for ML infra.
1.2K starsMay 29, 2026 pushdevopsPythonKubernetes
$ npx skills add run-house/kubetorch#12
Apache Kyuubi is a distributed and multi-tenant gateway to provide serverless SQL on data warehouses and lakehouses.
2.3K starsJun 15, 2026 pushdevopsScalaKubernetes
$ npx skills add apache/kyuubi#13
SeaweedFS is a distributed storage system for object storage (S3), file systems, and Iceberg tables, designed to handle billions of files with O(1) disk access and effortless horizontal scaling.
33K starsJun 16, 2026 pushdevopsGoKubernetes
$ npx skills add seaweedfs/seaweedfs#14
Distributed reliable key-value store for the most critical data of a distributed system
52K starsJun 15, 2026 pushdevopsGoKubernetes
$ npx skills add etcd-io/etcd#15
Find vulnerabilities, misconfigurations, secrets, SBOM in containers, Kubernetes, code repositories, clouds and more
36K starsJun 15, 2026 pushdevopsGoKubernetes
$ npx skills add aquasecurity/trivy#16
Run Kubernetes locally
32K starsJun 15, 2026 pushdevopsGoKubernetes
$ npx skills add kubernetes/minikubeHow to choose
When should you switch?
Use an alternative when it has a clearer install path, higher trust score, fresher maintenance, or better platform fit for your current agent stack. Keep Metarank if it already passes your workflow test and repository review.
Next step
Compare top candidates side by side
Open the compare page, test the install commands in a sandbox, and check each repository before using a skill in production.