Alternatives

Recommenders alternatives for AI agents.

Compare similar skills by workflow fit, trust score, quality, GitHub adoption, maintenance, and install readiness.

Current skill

Recommenders

Best Practices on Recommendation Systems

100
Quality
90
Trust
22K
Stars
#1

Microk8s

Similarity 123Trust 89Excellent 100

MicroK8s is a small, fast, single-package Kubernetes for datacenters and the edge.

9.3K starsJun 25, 2026 pushdevopsPythonKubernetes
$ npx skills add canonical/microk8s
#2

Python

Similarity 122Trust 86Excellent 100

Official Python client library for kubernetes

7.6K starsJun 8, 2026 pushdevopsPythonKubernetes
$ npx skills add kubernetes-client/python
#3

WasmEdge

Similarity 117Trust 90Excellent 100

WasmEdge is a lightweight, high-performance, and extensible WebAssembly runtime for cloud native, edge, and decentralized applications. It powers serverless apps, embedded functions, microservices, smart contracts, and IoT devices.

11K starsJul 22, 2026 pushdevopsC++Kubernetes
$ npx skills add WasmEdge/WasmEdge
#4

K8sgpt

Similarity 116Trust 87Excellent 100

Giving Kubernetes Superpowers to everyone

7.9K starsJun 18, 2026 pushdevopsGoKubernetes
$ npx skills add k8sgpt-ai/k8sgpt
#5

Authentik

Similarity 116Trust 85Excellent 100

The authentication glue you need.

22K starsJun 16, 2026 pushdevopsPythonKubernetes
$ npx skills add goauthentik/authentik
#6

Pytorch Lightning

Similarity 115Trust 90Excellent 100

Pretrain, finetune ANY AI model of ANY size on 1 or 10,000+ GPUs with zero code changes.

31K starsJun 10, 2026 pushml-automationPythonMachine Learning
$ npx skills add Lightning-AI/pytorch-lightning
#7

Docker Android

Similarity 115Trust 84Excellent 100

Android in docker solution with noVNC supported and video recording

15K starsJun 14, 2026 pushdevopsPythonKubernetes
$ npx skills add budtmo/docker-android
#8

Bunkerweb

Similarity 115Trust 87Excellent 100

🛡️ Open-source and cloud-native Web Application Firewall (WAF)

11K starsJun 16, 2026 pushdevopsPythonKubernetes
$ npx skills add bunkerity/bunkerweb
#9

Devops Exercises

Similarity 115Trust 80Excellent 96

Linux, Jenkins, AWS, SRE, Prometheus, Docker, Python, Ansible, Git, Kubernetes, Terraform, OpenStack, SQL, NoSQL, Azure, GCP, DNS, Elastic, Network, Virtualization. DevOps Interview Questions

83K starsDec 27, 2025 pushdevopsPythonKubernetes
$ npx skills add bregman-arie/devops-exercises
#10

Homelab

Similarity 114Trust 86Excellent 100

Fully automated homelab from empty disk to running services with a single command.

9.4K starsJun 6, 2026 pushdevopsPythonKubernetes
$ npx skills add khuedoan/homelab
#11

Etcd

Similarity 111Trust 89Excellent 100

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
#12

Trivy

Similarity 111Trust 89Excellent 100

Find vulnerabilities, misconfigurations, secrets, SBOM in containers, Kubernetes, code repositories, clouds and more

36K starsJun 15, 2026 pushdevopsGoKubernetes
$ npx skills add aquasecurity/trivy
#13

Seaweedfs

Similarity 111Trust 89Excellent 100

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

K3s

Similarity 111Trust 88Excellent 100

Lightweight Kubernetes

33K starsJun 15, 2026 pushdevopsGoKubernetes
$ npx skills add k3s-io/k3s
#15

Minikube

Similarity 111Trust 88Excellent 100

Run Kubernetes locally

32K starsJun 15, 2026 pushdevopsGoKubernetes
$ npx skills add kubernetes/minikube
#16

Harbor

Similarity 111Trust 89Excellent 100

An open source trusted cloud native registry project that stores, signs, and scans content.

29K starsJun 16, 2026 pushdevopsGoKubernetes
$ npx skills add goharbor/harbor

How 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 Recommenders 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.