ARIS ⚔️ (Auto-Research-In-Sleep) — Lightweight Markdown-only skills for autonomous ML research: cross-model review loops, idea discovery, and experiment automation. No framework, no lock-in — works with Claude Code, Codex, OpenClaw, or any LLM agent.
ARIS is a collection of Markdown-based skills that define a workflow for autonomous machine-learning research, including idea discovery, experiment automation, and review loops. Researchers and AI coding agents use it across tools such as Claude Code, Codex, Cursor, and OpenClaw without depending on a single framework. The catalogue entries are ARIS workflow skills and agents.
wanshuiyin/Auto-claude-code-research-in-sleep
Skill Claude Code
Use when main results pass result-to-claim (claimsupported=yes or partial) and ablation studies are needed for paper submission.
wanshuiyin/Auto-claude-code-research-in-sleep
Skill Claude Code needs its repo
Quick single-paper lookup via AlphaXiv LLM-optimized summaries with tiered source fallback. Use when user says "explain this paper", "summarize paper", pastes an arXiv/AlphaXiv URL, or provides a bare arXiv ID for quick understanding - not for broad literature search.
wanshuiyin/Auto-claude-code-research-in-sleep
Skill Claude Code
Analyze ML experiment results, compute statistics, generate comparison tables and insights. Use when user says "analyze results", "compare", or needs to interpret experimental data.
wanshuiyin/Auto-claude-code-research-in-sleep
Skill Claude Code needs its repo
Search, download, and summarize academic papers from arXiv. Use when user says "search arxiv", "download paper", "fetch arxiv", "arxiv search", "get paper pdf", or wants to find and save papers from arXiv to the local paper library.
wanshuiyin/Auto-claude-code-research-in-sleep
Skill Claude Code needs its repo
An automated editing cycle for a compiled research paper: an external language model reviews it, fixes are applied, and the paper is compiled again.
wanshuiyin/Auto-claude-code-research-in-sleep
Skill Claude Code needs its repo
Autonomous multi-round research review loop using MiniMax API. Use when you want to use MiniMax instead of Codex MCP for external review. Trigger with "auto review loop minimax" or "minimax review".
wanshuiyin/Auto-claude-code-research-in-sleep
Skill Claude CodeCodex needs its repo
Autonomous multi-round research review loop. In Copilot CLI it defaults to the native complementary rubber-duck subagent with host-event model evidence; elsewhere it uses Codex, while explicit external reviewer overrides remain available. Implements fixes and re-reviews until a policy-approved positive assessment or…
wanshuiyin/Auto-claude-code-research-in-sleep
Skill Claude Code needs its repo
A verification tool for checking whether a paper's bibliography entries are real, correctly described, and used to support the claims they accompany.
wanshuiyin/Auto-claude-code-research-in-sleep
Skill Claude Code
A tool for writing patent claims, the legal statements that define what an invention is meant to protect.
wanshuiyin/Auto-claude-code-research-in-sleep
Skill Claude Code
Communications-domain literature review with Claude-style knowledge-base-first retrieval. Use when the task is about communications, wireless, networking, satellite/NTN, Wi-Fi, cellular, transport protocols, congestion control, routing, scheduling, MAC/PHY, rate adaptation, channel estimation, beamforming, or…
wanshuiyin/Auto-claude-code-research-in-sleep
Skill Claude Code needs its repo
Search and progressively read open-access academic papers through DeepXiv. Use when the user wants layered paper access, section-level reading, trending papers, or DeepXiv-backed literature retrieval.
wanshuiyin/Auto-claude-code-research-in-sleep
Skill Claude Code needs its repo
Autonomous design space exploration loop for computer architecture and EDA. Runs a program, analyzes results, tunes parameters, and iterates until objective is met or timeout. Use when user says "DSE", "design space exploration", "sweep parameters", "optimize", "find best config", or wants iterative parameter tuning.
wanshuiyin/Auto-claude-code-research-in-sleep
Skill Claude Code
A workflow for writing detailed patent examples that explain how an invention can be made and used. In a patent, an embodiment is one concrete implementation of the invention.
wanshuiyin/Auto-claude-code-research-in-sleep
Skill Claude Code needs its repo
AI-powered web search via Exa with content extraction. Use when user says "exa search", "web search with content", "find similar pages", or needs broad web results beyond academic databases (arXiv, Semantic Scholar).
wanshuiyin/Auto-claude-code-research-in-sleep
Skill Claude Code needs its repo
A review step that checks whether an experiment's reported results are supported by real data and a sufficiently broad test.
wanshuiyin/Auto-claude-code-research-in-sleep
Skill Claude Code needs its repo
A workflow that turns an experiment plan into code, reviews the code, runs an initial check, deploys experiments, and collects early results. Deployment means sending the experiment to the environment where it will run, such as a GPU machine.
wanshuiyin/Auto-claude-code-research-in-sleep
Skill Claude Code needs its repo
Turn a refined research proposal or method idea into a detailed, claim-driven experiment roadmap. Use after research-refine, or when the user asks for a detailed experiment plan, ablation matrix, evaluation protocol, run order, compute budget, or paper-ready validation that supports the core problem, novelty…
wanshuiyin/Auto-claude-code-research-in-sleep
Skill Claude Code
A utility for sending status notifications to Feishu, also known as Lark, a workplace messaging and collaboration app. It can work through a bot webhook and may support interactive approval or reply messages when configured.
wanshuiyin/Auto-claude-code-research-in-sleep
Skill Claude Code
A process for writing formal descriptions of patent drawings supplied by the user. It identifies parts of technical figures and assigns reference numbers so the written description can refer to them consistently.
wanshuiyin/Auto-claude-code-research-in-sleep
Skill Claude Code needs its repo
A tool that turns structured JSON descriptions into precise, editable SVG diagrams, such as architecture, workflow, and pipeline diagrams. The same description produces the same diagram each time.
wanshuiyin/Auto-claude-code-research-in-sleep
Skill Claude Code
A structured method for turning scattered equations and assumptions into a coherent research derivation. A derivation is a step-by-step explanation of how a formula or result follows from definitions and assumptions.
wanshuiyin/Auto-claude-code-research-in-sleep
Skill Claude Code
Search research papers via Gemini for broad literature discovery. Use when user says "gemini search", "gemini papers", "search with gemini", or wants AI-powered literature discovery beyond arXiv/Semantic Scholar indexes.
wanshuiyin/Auto-claude-code-research-in-sleep
Skill Claude Code needs its repo
A workflow for drafting grant applications from research ideas and literature. It supports formats used by funders in countries and regions including Japan, the United States, China, the European Union, Germany, Switzerland, Australia, and the Netherlands.
wanshuiyin/Auto-claude-code-research-in-sleep
Skill Claude Code needs its repo
Generate and rank research ideas given a broad direction. Use when user says "找idea", "brainstorm ideas", "generate research ideas", "what can we work on", or wants to explore a research area for publishable directions.
At most 3 mods per repository are shown here, and a mod shipped inside a plugin is left to that plugin's page — the rest are on their repository pages: