Use this when MLSys reviews land. The controlling fact about this venue's rebuttal is time: in the 2026 cycle, reviews were released January 12 and author responses were due January 16 — four days, including whatever new measurements you attempt. Verify the current window on the mlsys.org dates page the day reviews are scheduled, then plan hours, not weeks.
Mlsys Author Response is a community-contributed Claude Code skill in the deal-management sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/mlsys-author-response/ and loads when your prompt matches the skill's trigger.
When to invoke it: Use when drafting MLSys author responses on OpenReview under the venue's compressed rebuttal window, prioritizing systems-reviewer objections about workload representativeness, baseline tuning, and missing measurements, deciding whether to run new experiments in days, and keeping replies anonymous and decision-focused.
The Mlsys Author Response Claude Code skill is built for sales development reps, account executives, revenue operations teams, and customer success managers. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 174,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).
mkdir -p ~/.claude/skills/mlsys-author-response curl -L https://claudskills.com/skills/mlsys-author-response/SKILL.md \ -o ~/.claude/skills/mlsys-author-response/SKILL.md
Or just download SKILL.md directly and drop it into ~/.claude/skills/mlsys-author-response/. Claude Code auto-discovers it on next session.
Skills live at ~/.claude/skills/mlsys-author-response/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\mlsys-author-response\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.
For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.
SKILL.md from the source repository to ~/.claude/skills/mlsys-author-response/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 Author Response is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Sales 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-author-response-2026,
author = {brycewang-stanford},
title = {Mlsys Author Response [Claude Code skill]},
year = {2026},
publisher = {ClaudSkills},
url = {https://claudskills.com/skills/mlsys-author-response/}
}Grade A · scanned 2026-08-02 — 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 Sales 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.