Alternatives

Reflect alternatives for AI agents.

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

Current skill

Reflect

[CoRL 2023] REFLECT: Summarizing Robot Experiences for Failure Explanation and Correction

46
Quality
72
Trust
107
Stars
#1

Google Research

Similarity 91Trust 92Excellent 100

Google Research

38K starsJun 16, 2026 pushml-automationJupyter NotebookMachine Learning
$ npx skills add google-research/google-research
#2

CLIP

Similarity 91Trust 91Excellent 100

CLIP (Contrastive Language-Image Pretraining), Predict the most relevant text snippet given an image

34K starsMar 25, 2026 pushml-automationJupyter NotebookMachine Learning
$ npx skills add openai/CLIP
#3

Mlops Zoomcamp

Similarity 89Trust 88Excellent 100

Free MLOps course from DataTalks.Club

15K starsJun 10, 2026 pushml-automationJupyter NotebookMachine Learning
$ npx skills add DataTalksClub/mlops-zoomcamp
#4

Llm Course

Similarity 85Trust 91Excellent 100

Course to get into Large Language Models (LLMs) with roadmaps and Colab notebooks.

80K starsFeb 5, 2026 pushml-automationMachine LearningClaude Code
$ npx skills add mlabonne/llm-course
#5

Ggml

Similarity 84Trust 92Excellent 100

Tensor library for machine learning

15K starsJun 15, 2026 pushml-automationC++Machine Learning
$ npx skills add ggml-org/ggml
#6

Data Science For Beginners

Similarity 83Trust 92Excellent 100

10 Weeks, 20 Lessons, Data Science for All!

36K starsJun 10, 2026 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add microsoft/Data-Science-For-Beginners
#7

Shap

Similarity 83Trust 92Excellent 100

A game theoretic approach to explain the output of any machine learning model.

26K starsJun 15, 2026 pushml-automationJupyter NotebookMachine Learning
$ npx skills add shap/shap
#8

Happy Llm

Similarity 83Trust 87Excellent 100

📚 从零开始构建大模型

32K starsMay 6, 2026 pushdataJupyter NotebookRAG
$ npx skills add datawhalechina/happy-llm
#9

Notebook

Similarity 82Trust 92Excellent 100

Jupyter Interactive Notebook

13K starsJun 19, 2026 pushdata-analysisJupyter NotebookNotebook
$ npx skills add jupyter/notebook
#10

Community

Similarity 82Trust 92Excellent 100

Kubernetes community content

13K starsJun 16, 2026 pushdevopsJupyter NotebookKubernetes
$ npx skills add kubernetes/community
#11

Ray

Similarity 78Trust 94Excellent 100

Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.

43K starsJun 16, 2026 pushml-automationPythonMachine Learning
$ npx skills add ray-project/ray
#12

Next AI Draw Io

Similarity 78Trust 93Excellent 100

A next.js web application that integrates AI capabilities with draw.io diagrams. This app allows you to create, modify, and enhance diagrams through natural language commands and AI-assisted visualization.

32K starsJun 16, 2026 pushproductivity-automationTypeScriptProductivity
$ npx skills add DayuanJiang/next-ai-draw-io
#13

Xgboost

Similarity 77Trust 94Excellent 100

Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library, for Python, R, Java, Scala, C++ and more. Runs on single machine, Hadoop, Spark, Dask, Flink and DataFlow

28K starsJun 16, 2026 pushml-automationC++Machine Learning
$ npx skills add dmlc/xgboost
#14

Pytorch Lightning

Similarity 77Trust 93Excellent 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
#15

Excalidraw

Similarity 77Trust 92Excellent 100

Virtual whiteboard for sketching hand-drawn like diagrams

125K starsJun 16, 2026 pushproductivity-automationTypeScriptProductivity
$ npx skills add excalidraw/excalidraw
#16

MoneyPrinterTurbo

Similarity 77Trust 92Excellent 100

利用AI大模型,一键生成高清短视频 Generate short videos with one click using AI LLM.

89K starsJun 15, 2026 pushautomationPythonAutomation
$ npx skills add harry0703/MoneyPrinterTurbo

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 Reflect 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.