菜单
Reproducibility checker for computational research and analyses. Demands pinned seeds, versions, and data hashes so a result can be re-run. Use when producing any number, figure, or benchmark a decision will rest on.
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
基于 SOC 职业分类
Analyzes or compares 2+ papers or methods. Triggers on "compare these papers", "analyze this method", "which is better?".
Verifies every Markdown link citation in `_papers/` and `_ideas/` notes resolves to the correct paper and that the attributed claim actually matches what the paper says. Gate skill — run before finalizing literature_review/go/check outputs.
Adversarial self-review gate that re-reads a literature review, comparison, or idea list before it's presented as final, hunting for overclaiming, cherry-picking, and gaps.
Documentation generator for public APIs, functions, and modules. Use when exports, signatures, or new modules are added or changed.
Evidence-hierarchy enforcer for research and analysis. Rates every claim by its evidence tier (primary > peer-reviewed > secondary > anecdotal) and refuses to overstate. Use when synthesizing findings or answering factual questions.
Reads and summarizes ONE specific paper. Triggers on "read this paper", "summarize X", or when the user gives a specific paper title/link.
| name | reproducibility |
| description | Reproducibility checker for computational research and analyses. Demands pinned seeds, versions, and data hashes so a result can be re-run. Use when producing any number, figure, or benchmark a decision will rest on. |
A result that can't be re-run is an anecdote. Pin the inputs so someone else (the reader, future-you, the auditor) can reproduce the exact output.
