Use this during drafting and revision. MLSys prose sits between two failure modes: the ML-paper voice (contribution bullets, related-work-first, benchmarks as decoration) and the tech-report voice (system tour, feature list, "extensive experiments"). The venue's own genre is different: a paper here is an argument about where time, memory, or money goes in an ML workload, and how a named idea changes that.
Mlsys Writing Style is a community-contributed Claude Code skill in the math-stats sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/mlsys-writing-style/ and loads when your prompt matches the skill's trigger.
When to invoke it: Use when revising an MLSys paper's prose and structure, building the measured-bottleneck opening, naming the mechanism instead of listing optimizations, writing evaluation sections as answers to research questions, quantifying every performance claim with workload context, and fitting the argument into the venue's 10-page two-column body.
The Mlsys Writing Style Claude Code skill is built for researchers, data scientists, academics, and analysts working with complex data and scientific literature. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 168,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).
mkdir -p ~/.claude/skills/mlsys-writing-style curl -L https://claudskills.com/skills/mlsys-writing-style/SKILL.md \ -o ~/.claude/skills/mlsys-writing-style/SKILL.md
Or just download SKILL.md directly and drop it into ~/.claude/skills/mlsys-writing-style/. Claude Code auto-discovers it on next session.
Skills live at ~/.claude/skills/mlsys-writing-style/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\mlsys-writing-style\SKILL.md on Windows. See the full install guide for step-by-step instructions.
Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →
The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.
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SKILL.md from the source repository to ~/.claude/skills/mlsys-writing-style/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Mlsys Writing Style is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Science & Research category. Learn more at /learn/what-is-a-claude-skill/.If you reference this skill in a blog post, paper, or documentation, you can cite it as:
@misc{mlsys-writing-style-2026,
author = {brycewang-stanford},
title = {Mlsys Writing Style [Claude Code skill]},
year = {2026},
publisher = {ClaudSkills},
url = {https://claudskills.com/skills/mlsys-writing-style/}
}Grade A · scanned 2026-07-31 — free static scan against the OWASP Agentic Skills Top 10.
No risk patterns were found in any of the ten OWASP-aligned categories. How grading works ›
Browse all Science & Research skills in the ClaudSkills registry, or explore these other picks from the same category:
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SKILL.md files, not affiliated with, endorsed by, or sponsored by Anthropic.