#1
Best Practices on Recommendation Systems
22K starsJun 14, 2026 pushdevopsPythonKubernetes
$ npx skills add recommenders-team/recommendersAlternatives
Determined alternatives for AI agents.
Compare similar skills by workflow fit, trust score, quality, GitHub adoption, maintenance, and install readiness.
Current skill
Determined
Determined is an open-source machine learning platform that simplifies distributed training, hyperparameter tuning, experiment tracking, and resource management. Works with PyTorch and TensorFlow.
75
Quality
87
Trust
3.2K
Stars
#2
AI Infra / AI Orchestration / AI Control Plane
3.7K starsJun 12, 2026 pushdevopsMDXKubernetes
$ npx skills add polyaxon/polyaxon#3
A toolkit to run Ray applications on Kubernetes
2.5K starsJun 16, 2026 pushdevopsGoKubernetes
$ npx skills add ray-project/kuberay#4
A low code Machine Learning personalized ranking service for articles, listings, search results, recommendations that boosts user engagement. A friendly Learn-to-Rank engine
2.4K starsSep 24, 2025 pushdevopsScalaKubernetes
$ npx skills add metarank/metarank#5
Machine Learning Pipelines for Kubeflow
4.2K starsJun 16, 2026 pushdevopsPythonKubernetes
$ npx skills add kubeflow/pipelines#6
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#7
Automated Machine Learning on Kubernetes
1.7K starsJun 15, 2026 pushdevopsPythonKubernetes
$ npx skills add kubeflow/katib#8
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#9
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#10
Find vulnerabilities, misconfigurations, secrets, SBOM in containers, Kubernetes, code repositories, clouds and more
36K starsJun 15, 2026 pushdevopsGoKubernetes
$ npx skills add aquasecurity/trivy#11
Run Kubernetes locally
32K starsJun 15, 2026 pushdevopsGoKubernetes
$ npx skills add kubernetes/minikube#12
An open source trusted cloud native registry project that stores, signs, and scans content.
29K starsJun 16, 2026 pushdevopsGoKubernetes
$ npx skills add goharbor/harbor#13
Dapr is a portable runtime for building distributed applications across cloud and edge, combining event-driven architecture with workflow orchestration.
26K starsJun 15, 2026 pushdevopsGoKubernetes
$ npx skills add dapr/dapr#14
The Kubernetes Package Manager
30K starsJun 15, 2026 pushdevopsGoKubernetes
$ npx skills add helm/helm#15
Production-Grade Container Scheduling and Management
123K starsJun 16, 2026 pushdevopsGoKubernetes
$ npx skills add kubernetes/kubernetes#16
The Cloud Native Application Proxy
64K starsJun 16, 2026 pushdevopsGoKubernetes
$ npx skills add traefik/traefikHow 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 Determined 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.