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 87Excellent 100

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

38K starsJul 18, 2026 pushresearchPythonResearch
$ npx skills add Imbad0202/academic-research-skills
#2

Academic Research Skills Codex

Similarity 105Trust 82Excellent 95

Codex-native Academic Research Skills suite for human-in-the-loop academic research workflows

3.8K starsJun 14, 2026 pushresearchPythonResearch
$ npx skills add Imbad0202/academic-research-skills-codex
#3

Local Deep Research

Similarity 100Trust 89Excellent 99

~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.

8.7K starsJul 18, 2026 pushresearchPythonResearch
$ npx skills add LearningCircuit/local-deep-research
#4

ChatPaper

Similarity 99Trust 84Excellent 91

Use ChatGPT to summarize the arXiv papers. 全流程加速科研,利用chatgpt进行论文全文总结+专业翻译+润色+审稿+审稿回复

20K starsMar 2, 2026 pushresearchPythonResearch
$ npx skills add kaixindelele/ChatPaper
#5

GPT Researcher

Similarity 96Trust 85Excellent 100

Run autonomous deep research over web and local sources

30K starsAug 27, 2026 pushresearchPythonResearch Agent
$ npx skills add assafelovic/gpt-researcher
#6

nature-writing

Similarity 95Trust 80Excellent 100

Draft, restructure, or plan Nature-style manuscript sections and initial-submission materials from author-provided claims, results, figures, notes, or Chinese drafts. Use for abstracts, introductions, related work, methods, Results or experiments, discussions, conclusions, titles, full manuscript arguments, and first-submission packages such as cover letters, title pages, highlights, author contributions, availability or declaration text, and reviewer suggestions. Also use to classify Results evidence, decide what belongs in main text, captions, Methods or source data, or Supplementary Information, compress Results to the shortest sufficient evidence chain, prevent revision accretion, and audit paragraph necessity or claim repetition. Trigger on drafting a paper or section, structuring a manuscript, academic writing, first submission, 投稿材料、首次投稿、投稿信、标题页、亮点、作者贡献、数据可用性声明、推荐审稿人.

39K starsSep 2, 2026 pushresearchClaude Code
$ npx skills add Yuan1z0825/nature-skills --skill nature-writing
#7

DeepResearch

Similarity 95Trust 85Excellent 97

Tongyi Deep Research, the Leading Open-source Deep Research Agent

20K starsFeb 27, 2026 pushresearchPythonResearch Agent
$ npx skills add Alibaba-NLP/DeepResearch
#8

Last30days Skill

Similarity 89Trust 92Excellent 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.

64K starsOct 7, 2026 pushresearchPythonClaude Code
$ npx skills add mvanhorn/last30days-skill -g
#9

AI For Beginners

Similarity 85Trust 87Excellent 100

12 Weeks, 24 Lessons, AI for All!

48K starsJun 11, 2026 pushml-automationJupyter NotebookMachine Learning
$ npx skills add microsoft/AI-For-Beginners
#10

mono-color

Similarity 83Trust 81Excellent 100

Generate original one-ink or controlled two-ink editorial images from any theme, sentence, article idea, object, or reference photo. Always use this skill when the user asks for 单色海报、双色印刷、单色调视觉、蓝色/绿色孔版印刷、risograph、网点照片、复古或当代编辑排版、zine poster, monochrome editorial poster, duotone print, or asks to use the mono-color style. It uses an adaptive white, gray, or pale-beige substrate, no more than two printing inks, active negative space, terse human language, and strong serif/grotesk/mono typography without making retro styling the default or copying a source composition, wording, logo, or artwork. Produce both the final generation prompt and the generated raster image unless the user explicitly asks for prompt only.

1.9K starsSep 1, 2026 pushresearchClaude Code
$ npx skills add yanliudesign/mono-color-skill --skill mono-color
#11

Qlib

Similarity 77Trust 89Excellent 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
#12

Pytorch Lightning

Similarity 77Trust 89Excellent 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
#13

Google Research

Similarity 77Trust 87Excellent 100

Google Research

38K starsJun 16, 2026 pushml-automationJupyter NotebookMachine Learning
$ npx skills add google-research/google-research
#14

SpaCy

Similarity 77Trust 87Excellent 100

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

34K starsMay 19, 2026 pushml-automationPythonMachine Learning
$ npx skills add explosion/spaCy
#15

Netron

Similarity 76Trust 86Excellent 100

Visualizer for neural network, deep learning and machine learning models

33K starsJun 14, 2026 pushml-automationJavaScriptMachine Learning
$ npx skills add lutzroeder/netron
#16

Claude Scientific Skills

Similarity 76Trust 86Excellent 100

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

31K starsJul 15, 2026 pushutilityClaude Code
$ npx skills add K-Dense-AI/claude-scientific-skills

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

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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.