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

Aily Blockly

Similarity 109Trust 89Excellent 100

AI IDE for hardware development, support Arduino, MicroPython, ESP32, STM32, RP2040, Nrf5x...

3.8K starsAug 11, 2026 pushrobotics-iotTypeScriptIoT
$ npx skills add ailyProject/aily-blockly
#2

VLMEvalKit

Similarity 101Trust 88Excellent 100

Open-source evaluation toolkit of large multi-modality models (LMMs), support 220+ LMMs, 80+ benchmarks

4.2K starsJun 17, 2026 pushrobotics-iotPythonComputer Vision
$ npx skills add open-compass/VLMEvalKit
#3

Remove AI Watermarks

Similarity 101Trust 86Excellent 100

AI watermark remover. CLI and Python library to strip visible and invisible AI watermarks (Gemini / Nano Banana sparkle, SynthID) and provenance metadata (C2PA, EXIF, IPTC) from images.

4.3K starsJul 28, 2026 pushrobotics-iotPythonComputer Vision
$ npx skills add wiltodelta/remove-ai-watermarks
#4

AliceVision

Similarity 99Trust 84Excellent 96

3D Computer Vision Framework

3.5K starsAug 12, 2026 pushrobotics-iotC++Computer Vision
$ npx skills add alicevision/AliceVision
#5

CLIP

Similarity 91Trust 89Excellent 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
#6

Google Research

Similarity 91Trust 88Excellent 100

Google Research

38K starsJun 16, 2026 pushml-automationJupyter NotebookMachine Learning
$ npx skills add google-research/google-research
#7

Mlops Zoomcamp

Similarity 88Trust 85Excellent 98

Free MLOps course from DataTalks.Club

15K starsJun 10, 2026 pushml-automationJupyter NotebookMachine Learning
$ npx skills add DataTalksClub/mlops-zoomcamp
#8

Llm Course

Similarity 84Trust 87Excellent 97

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

80K starsFeb 5, 2026 pushml-automationMachine Learning
$ npx skills add mlabonne/llm-course
#9

Ggml

Similarity 83Trust 88Excellent 100

Tensor library for machine learning

15K starsJun 15, 2026 pushml-automationC++Machine Learning
$ npx skills add ggml-org/ggml
#10

Data Science For Beginners

Similarity 83Trust 88Excellent 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
#11

Shap

Similarity 82Trust 88Excellent 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
#12

Happy Llm

Similarity 81Trust 83Excellent 97

πŸ“š δ»Žι›ΆεΌ€ε§‹ζž„ε»Ίε€§ζ¨‘εž‹

32K starsMay 6, 2026 pushdataJupyter NotebookRAG
$ npx skills add datawhalechina/happy-llm
#13

Notebook

Similarity 81Trust 88Excellent 100

Jupyter Interactive Notebook

13K starsJun 19, 2026 pushdata-analysisJupyter NotebookNotebook
$ npx skills add jupyter/notebook
#14

Community

Similarity 81Trust 88Excellent 100

Kubernetes community content

13K starsJun 16, 2026 pushdevopsJupyter NotebookKubernetes
$ npx skills add kubernetes/community
#15

FinRobot

Similarity 81Trust 90Excellent 100

FinRobot: An Open-Source AI Agent Platform for Financial Analysis using LLMs πŸš€ πŸš€ πŸš€

7.8K starsJul 27, 2026 pushfinanceJupyter NotebookFinance
$ npx skills add AI4Finance-Foundation/FinRobot
#16

Ray

Similarity 77Trust 90Excellent 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

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.

Reflect Alternatives for AI Agents | OpenAgentSkill