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.
Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add wanshuiyin/Auto-claude-code-research-in-sleep --skill overleaf-syncgit clone --depth 1 https://github.com/wanshuiyin/Auto-claude-code-research-in-sleepWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/wanshuiyin/auto-claude-code-research-in-sleep/overleaf-sync)<a href="https://agentmods.dev/skills/wanshuiyin/auto-claude-code-research-in-sleep/overleaf-sync"><img src="https://agentmods.dev/badge/skills/wanshuiyin/auto-claude-code-research-in-sleep/overleaf-sync/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/wanshuiyin/auto-claude-code-research-in-sleep/overleaf-sync"><img src="https://agentmods.dev/badge/skills/wanshuiyin/auto-claude-code-research-in-sleep/overleaf-sync.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 4 findings, up to high
These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →
- high Privilege Escalation · line 27 Code accesses credential files (SSH keys, AWS credentials, etc.). This could indicate credential theft attempts.Fix: Remove references to credential paths. Use environment variables or secrets managers. For docs, use placeholder paths (e.g., /path/to/config). Never load .env or token files in production code paths.
- high Tool Misuse · line 177 Tool parameters are crafted to achieve unintended or unsafe behavior. Parameter abuse can bypass intended safety checks (e.g. shell=True, --force, dangerous glob patterns).Fix: Validate all tool parameters against an allowlist. Reject dangerous parameter values (shell=True, --force, -rf /) and use safe defaults.
- high Tool Misuse · line 177 Tool parameters are crafted to achieve unintended or unsafe behavior. Parameter abuse can bypass intended safety checks (e.g. shell=True, --force, dangerous glob patterns).Fix: Validate all tool parameters against an allowlist. Reject dangerous parameter values (shell=True, --force, -rf /) and use safe defaults.
- high Privilege Escalation · line 196 Code accesses credential files (SSH keys, AWS credentials, etc.). This could indicate credential theft attempts.Fix: Remove references to credential paths. Use environment variables or secrets managers. For docs, use placeholder paths (e.g., /path/to/config). Never load .env or token files in production code paths.
What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00097 | $0.02840 |
| Opus 5 | $0.00048 | $0.01420 |
| Sonnet 5 | $0.00019 | $0.00568 |
| Haiku 4.5 | $0.00010 | $0.00284 |
Grade B, and why
overleaf-sync scanned grade B with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 11d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Reaches for credential filesmediumPrivilege escalation
SSH keys, cloud credentials, git-credentials, .npmrc, /etc/shadow: reading these is how a config file becomes a credential leak.
- **Never** write a token to a file (`.env`, `.netrc`, `tools/*.sh`, etc.) committed to any repo. Downgraded: this mod is about security review, or the phrase is quoted, so it is likely naming the pattern rather than instructing it.
Copies of this mod
1 near-identical copy found in the catalogue:
- overleaf-sync — 97% identical, 4 lines differ
How it starts
The opening of the file, as written. The whole thing — 221 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Overleaf Sync
Bridge a local paper directory with an Overleaf project so that:
- You can keep editing in the Overleaf web UI (or share editing access with collaborators)
- ARIS can read your changes, run audits (
/paper-claim-audit,/citation-audit,/auto-paper-improvement-loop), and push fixes back
This uses the official Overleaf Git bridge (Premium feature). The agent never sees your authentication token — you do the one-time auth manually so the token lives in macOS Keychain, not in chat history or .git/config.
When to Use This Skill
- You want to use Overleaf as the editing surface (better collaboration, shared with team) but still run ARIS pipelines locally
- You want to take an existing local ARIS paper and push it to Overleaf for a co-author to edit
- A collaborator made changes in Overleaf and you want to pull + diff them before continuing local work
Constants
- CLONE_DIR_DEFAULT =
paper-overleaf(sibling of existingpaper/, NOT insidepaper/) - CREDENTIAL_HELPER =
osxkeychain(macOS) /manager(Windows) /cache(Linux fallback) - TOKEN_HANDLING = NEVER write token to disk, env var, or chat. User pastes it once into the terminal credential prompt; the OS keychain stores it from then on.
Architecture
┌─────────────────┐ git pull/push ┌─────────────────┐
│ Local paper/ │ ◄─── rsync ──── ► │ paper-overleaf/ │ ◄──► Overleaf web
│ (ARIS audits) │ │ (git bridge) │ (collaborators)
└─────────────────┘ └─────────────────┘
The paper-overleaf/ directory is a git clone of the Overleaf project. The paper/ directory is the working copy where ARIS skills run. They are kept in sync via rsync.
Single-source-of-truth rule: at any given time, treat one of them as authoritative for active editing. Switch directions explicitly with pull or push, and run a status check before either to surface unexpected divergence.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 11d ago First seen · 221 lines · 97 tokens per session scan B 15644b418d9d
overleaf-sync is a skill published in the GitHub repository wanshuiyin/Auto-claude-code-research-in-sleep (15,970 stars, last pushed yesterday), licensed MIT. It adds 97 tokens to every session and 2,840 once invoked, about $0.0005 per session on Opus 5. A static security scan graded it B with 1 finding (reaches for credential files). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
Other skills, from other repositories
paper-figures
Extract figures from downloaded papers and include them in survey/review reports. Use when the report covers other groups' work and benefits from their architecture diagrams, experimental plots, or system schematics. Your brain prompt supplies the absolute path to the extract-figures script as {{EXTRACTFIGURES}} — use…
google_workspace
Google Workspace via gog CLI — Gmail, Calendar, Drive, Contacts, Sheets, and Docs. Use when: the user asks to send/search Gmail, check calendar, manage Drive files, read or edit Sheets, export Docs, or look up contacts. NOT for: Google Cloud APIs, Firebase, or services outside Workspace.
notion
Notion API for creating and managing pages, databases, and blocks. Use when: user asks to create a Notion page, query a database, search notes, add content to Notion, or manage Notion workspace items. NOT for: local file editing (use readfile/writefile), Obsidian vaults (use obsidian skill), or real-time collaboration.
obsidian
Work with Obsidian vaults (plain Markdown notes). Use when: user asks to search notes, create notes, move/rename notes, or manage their Obsidian vault. NOT for: Notion pages (use notion skill), non-Markdown files, or Obsidian plugin configuration.
csv_analyzer
Analyze CSV and Excel files — statistics, filtering, grouping, and data previews. Use when: user asks to read, analyze, query, summarize, or explore tabular data in CSV, TSV, or Excel files. NOT for: database queries, writing new files, or non-tabular formats.
pdf_convert
Convert between PDF and image formats. Use when: user asks to convert PDF pages to images (PNG/JPEG) or combine images into a PDF. NOT for: text extraction (use pdfreader), PDF editing, or document format conversion (DOCX/HTML).