UAI's 2026 CFP did not impose a formal reproducibility checklist (one may appear later — 待核实 each cycle), but it strongly encouraged code and data availability and instructed reviewers to judge whether claims are backed up convincingly. At this venue "convincing" has a technical meaning: stochastic-inference results carry diagnostics, not just point estimates. This skill turns that norm into an audit.
Uai Reproducibility is a community-contributed Claude Code skill in the general-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/uai-reproducibility/ and loads when your prompt matches the skill's trigger.
When to invoke it: Use when hardening reproducibility evidence for a UAI paper, including seeds, sampler convergence diagnostics, ELBO and calibration traces, dataset and hyperparameter disclosure, compute reporting, and honest code-availability statements, since UAI strongly encourages released code and data and reviews whether claims are convincingly backed.
The Uai Reproducibility Claude Code skill is built for Claude Code users and developers across all disciplines looking for general-purpose AI assistance. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 188,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).
mkdir -p ~/.claude/skills/uai-reproducibility curl -L https://claudskills.com/skills/uai-reproducibility/SKILL.md \ -o ~/.claude/skills/uai-reproducibility/SKILL.md
Or just download SKILL.md directly and drop it into ~/.claude/skills/uai-reproducibility/. Claude Code auto-discovers it on next session.
Skills live at ~/.claude/skills/uai-reproducibility/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\uai-reproducibility\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/uai-reproducibility/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. Uai Reproducibility is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General 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{uai-reproducibility-2026,
author = {brycewang-stanford},
title = {Uai Reproducibility [Claude Code skill]},
year = {2026},
publisher = {ClaudSkills},
url = {https://claudskills.com/skills/uai-reproducibility/}
}Grade A · scanned 2026-08-21 — 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 General 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.