📦wanshuiyin / Auto-claude-code-research-in-sleep
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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.
⚖️ MIT#ai-research#autonomous-agent#claude-code#codex#mcp📅 创建于 2026-03-10🔄 更新于 2026-10-29
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Auto-claude-code-research-in-sleep (ARIS ⚔️🌙)

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Quick Start · How to run · Technical Report · ARIS Intro (HTML) · ARIS Intro Slides — VALSE 2026 · AI Agents · Featured on PaperWeekly · GitHub stars · 💬 Join Community · Cite

🌱 ARIS is a methodology, not a platform. What matters is the research workflow — take it wherever you go.

💡 Use ARIS as a skill-based workflow in Claude Code / Codex CLI / Cursor / Trae / Antigravity / GitHub Copilot CLI / OpenClaw / DeepSeek Harness — enjoy any way you like!
The executor drives, an independent model (Codex MCP by default) reviews. Alternative model combinations, including ModelScope-hosted models, need no Claude or OpenAI API.

📦 Those are the skills installed directly. Want it in one command? ARIS also ships as a standalone CLI and as plugins: ARIS-Code CLI downloads · Claude Code plugin · Codex CLI plugin · DeepSeek Harness plugin

❗ IMPORTANT codex-cli 0.154.0 removed codex mcp-server — the entry point every ARIS reviewer call used. No impact on ARIS: the codex MCP server is now ARIS's own bridge over codex exec (mcp-servers/codex-exec/), same tools, same results, all 82 skills unchanged, ultra and per-thread resume intact. One re-registration is all it takes — already installed? → Quick Start step 2b · new install → step 2 · what changed.

🧩 The ARIS family — same method, other jobs. One line each; the details live in their own repos.

ARIS-in-AI-Offer — EasyAIOffer: 34 bilingual ML / LLM interview cheat sheets on one page — derivations, from-scratch PyTorch, 25 questions each. 希望大家秋招轻松一点 🌱

HERO · Anti-Autoresearch — two sides of one disease. HERO: a ~550-token block for CLAUDE.md / AGENTS.md against the four shapes agents over-defend in (Hashing, Edge cases, Rubrics, Overbuild), bounding what the agent proposes, never what it looks for. Anti-Autoresearch: 61 integrity signals into a deterministic, reviewer-ready report — fabrication forensics, not an AI-text detector.

ARIS-Movie-Director — ARIS goes multimodal: a rough story in, a movie told in still frames out, every scene checked by another model; the same loop draws clean method diagrams (/method-figure).

ARIS-Monitor — a tiny always-on-top macOS widget that lights up 🔴 when a session waits for your approval; cd aris-monitor && ./run.sh. Many windows? Claude Fleet by @tianyilt is the full dashboard.

🔥 ARIS-Code CLI — 独立安装版 · English | ⬇️ Download · Downloads — v0.4.28: ARIS_REASONING_EFFORT works on the Anthropic channel, tool calls through {}-placeholder relays fixed, OS proxy honoured. v0.4.27: launching and quitting the REPL leaves no empty session file. v0.4.26: the fable alias and /model now point at Fable 5.1 (default stays Opus 5). v0.4.25: the Codex reviewer works again on codex-cli ≥ 0.154 (built-in codex exec bridge, nothing to register), /since takes you back to your last input, /resume lists sessions by index, Windows multi-line paste fixed (pending confirmation), 83 bundled skills on GPT-6-Astra.

ARIS-Code — screenshot, what's in v0.4.28, per-release details, older versions

ARIS-Code CLI terminal — Auto Research in Sleep

📰 **ARIS-Code v0.4.28** (2026-09) — latest: **`ARIS_REASONING_EFFORT` works on the Anthropic channel** ([#446](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/issues/446)), tool calls through relays that send a `{}` placeholder no longer fail ([#444](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/issues/444)), and the OS proxy on Windows / macOS is used without exporting `HTTPS_PROXY` ([#401](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/pull/401)). v0.4.27: launching and quitting the REPL no longer leaves an empty session file, and `/resume` lists only sessions with messages ([#439](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/issues/439) follow-up). v0.4.26 made **Fable 5.1** the `fable` alias and the first `/model` entry (the default executor stays Opus 5). v0.4.25 is the **reviewer-bridge release**: codex-cli 0.154 removed `codex mcp-server`, so every Codex review from ARIS-Code died on an updated codex. The reviewer now runs over a **built-in `codex exec` bridge** — no `mcpServers.codex` entry, old entries migrate in memory, thread records interoperate with ARIS's Python bridge. Also: **`/since`** replays everything after your last input (folded like the live display, `/since full` for complete output), **`/resume`** lists sessions with indices and shows where you stopped ([#439](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/issues/439)), Windows multi-line paste no longer submits line by line ([#430](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/issues/430), pending confirmation), the Windows shim message carries the native installer ([#428](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/issues/428)), and the bundle moves to **83 skills** on **GPT-6-Astra**. Recent headliners: **v0.4.24 — Claude 5 model refresh** (Opus 5 default, Fable 5 tier, availability chain) and **v0.4.23 — output folding**. Caps a 24-release run (v0.4.5 → v0.4.28); per-release detail below. Credits: [@GetIT-Sunday](https://github.com/GetIT-Sunday), [@Anduin9527](https://github.com/Anduin9527), [@GO-player-hhy](https://github.com/GO-player-hhy), [@Jxy-yxJ](https://github.com/Jxy-yxJ), [@screw-44](https://github.com/screw-44), [@StevenUST](https://github.com/StevenUST), [@opposj](https://github.com/opposj), [@ShijunLei-cn](https://github.com/ShijunLei-cn), [@algojogacor](https://github.com/algojogacor), [@YukinoshitaLove](https://github.com/YukinoshitaLove), [@jinliye-2026](https://github.com/jinliye-2026), [@SajimJC](https://github.com/SajimJC), [@JasmineLCY](https://github.com/JasmineLCY). >
Per-release details (v0.4.5 → v0.4.28) > > **v0.4.28** (2026-09-28) — **`ARIS_REASONING_EFFORT` now works on the Anthropic channel**

📈 近 7 天 Star 趋势

每日新增 Star(柱)与累计 Star(线)· 数据来自 GitHub

🏆 排名变化趋势

在各榜单中的排名历史(数字越小越靠前)

📋 历史上榜记录

每次快照的详细数据
日期 榜单 排名 周期新增 总 STAR