Alternatives

Adversarial Recommender Systems Survey alternatives for AI agents.

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

Current skill

Adversarial Recommender Systems Survey

The goal of this survey is two-fold: (i) to present recent advances on adversarial machine learning (AML) for the security of RS (i.e., attacking and defense recommendation models), (ii) to show another successful application of AML in generative adversarial networks (GANs) for generative applications, thanks to their ability for learning (high-dimensional) data distributions. In this survey, we provide an exhaustive literature review of 74 articles published in major RS and ML journals and conferences. This review serves as a reference for the RS community, working on the security of RS or on generative models using GANs to improve their quality.

43
Quality
69
Trust
165
Stars
#1

Academic Research Skills

Similarity 111Trust 90Excellent 100

Academic Research Skills for Claude Code: research → write → review → revise → finalize

36K starsJul 3, 2026 pushresearchPythonResearch
$ npx skills add Imbad0202/academic-research-skills
#2

Deep Research

Similarity 104Trust 92Excellent 100

An AI-powered research assistant that performs iterative, deep research on any topic by combining search engines, web scraping, and large language models. The goal of this repo is to provide the simplest implementation of a deep research agent - e.g. an agent that can refine its research direction overtime and deep dive into a topic.

19K starsApr 11, 2026 pushresearchTypeScriptResearch Agent
$ npx skills add dzhng/deep-research
#3

Local Deep Research

Similarity 101Trust 92Excellent 100

~95% on SimpleQA (e.g. Qwen3.6-27B on a 3090). Supports all local and cloud LLMs (llama.cpp, Ollama, Google, ...). 10+ search engines - arXiv, PubMed, your private documents. Everything Local & Encrypted.

8.5K starsJun 14, 2026 pushresearchPythonResearch
$ npx skills add LearningCircuit/local-deep-research
#4

GPT Researcher

Similarity 96Trust 86Excellent 100

Run autonomous deep research over web and local sources

28K starsJun 28, 2026 pushresearchPythonResearch Agent
$ npx skills add assafelovic/gpt-researcher
#5

Last30days Skill

Similarity 90Trust 93Excellent 100

Research the last 30 days across Reddit, X, YouTube, Hacker News, Polymarket, GitHub, and the web, then synthesize a grounded brief for an AI agent.

49K starsJul 4, 2026 pushresearchPythonClaude Code
$ npx skills add mvanhorn/last30days-skill -g
#6

AI For Beginners

Similarity 85Trust 92Excellent 100

12 Weeks, 24 Lessons, AI for All!

48K starsJun 11, 2026 pushml-automationJupyter NotebookMachine Learning
$ npx skills add microsoft/AI-For-Beginners
#7

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
#8

Qlib

Similarity 77Trust 92Excellent 100

Qlib is an AI-oriented Quant investment platform that aims to use AI tech to empower Quant Research, from exploring ideas to implementing productions. Qlib supports diverse ML modeling paradigms, including supervised learning, market dynamics modeling, and RL, and is now equipped with https://github.com/microsoft/RD-Agent to automate R&D process.

44K starsApr 22, 2026 pushfinancePythonFinance
$ npx skills add microsoft/qlib
#9

Google Research

Similarity 77Trust 92Excellent 100

Google Research

38K starsJun 16, 2026 pushml-automationJupyter NotebookMachine Learning
$ npx skills add google-research/google-research
#10

Annotated Deep Learning Paper Implementations

Similarity 77Trust 91Excellent 100

🧑‍🏫 60+ Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, sophia, ...), gans(cyclegan, stylegan2, ...), 🎮 reinforcement learning (ppo, dqn), capsnet, distillation, ... 🧠

67K starsJan 22, 2026 pushml-automationPythonMachine Learning
$ npx skills add labmlai/annotated_deep_learning_paper_implementations
#11

Netron

Similarity 77Trust 91Excellent 100

Visualizer for neural network, deep learning and machine learning models

33K starsJun 14, 2026 pushml-automationJavaScriptMachine Learning
$ npx skills add lutzroeder/netron
#12

SpaCy

Similarity 77Trust 90Excellent 100

💫 Industrial-strength Natural Language Processing (NLP) in Python

34K starsMay 19, 2026 pushml-automationPythonMachine Learning
$ npx skills add explosion/spaCy
#13

Datasets

Similarity 77Trust 93Excellent 100

🤗 The largest hub of ready-to-use datasets for AI models with fast, easy-to-use and efficient data manipulation tools

22K starsJun 12, 2026 pushml-automationPythonMachine Learning
$ npx skills add huggingface/datasets
#14

Stable Diffusion Webui

Similarity 77Trust 89Excellent 100

Stable Diffusion web UI

164K starsMar 2, 2026 pushmedia-automationPythonImage Generation
$ npx skills add AUTOMATIC1111/stable-diffusion-webui
#15

Claude Scientific Skills

Similarity 77Trust 90Excellent 100

A comprehensive collection of ready-to-use scientific and research skills for AI agents.

28K starsJun 11, 2026 pushutilityClaude CodeOpenAI Agents
$ npx skills add K-Dense-AI/claude-scientific-skills
#16

Recommenders

Similarity 77Trust 92Excellent 100

Best Practices on Recommendation Systems

22K starsJun 14, 2026 pushdevopsPythonKubernetes
$ npx skills add recommenders-team/recommenders

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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 Adversarial Recommender Systems Survey if it already passes your workflow test and repository review.

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