onescience-paper-repro SKILL.md skillA
onescience-paper-repro from onescience-ai/oneskills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add onescience-ai/oneskills/onescience-paper-repro@git:20261030.3665286Pins git:20261030.3665286 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- onescience-ai/oneskills
- Path
skills/onescience-paper-repro/SKILL.md- Versions recorded
- 5
- Latest version
- git:20261030.3665286, committed Oct 30, 2026
- First version recorded
- Jun 12, 2026
- Size
- 17,628 bytes
- Repository stars
- 24
- License
- MIT
OneScience 论文复现信息提取技能。用于根据论文、PDF、arXiv、DOI 或论文标题复现实验、实现模型或提取复现规格的任务；按用户需求从全文和固定版本官方仓库定向取证，重建数据、模型、训练与评测闭环并生成唯一 reproduction_spec.md，交回调用方调度 onescience-coder。本技能不编码、不训练、不运行复现任务。.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# OneScience 论文复现信息提取
## 职责边界
本技能把用户对论文复现的要求、论文全文和合法的官方实现证据转换为一份准确、完整、可追溯且
可直接交给 coder 实现的 `reproduction_spec.md`。规格是唯一权威交付物，同时承载科学事实、
模型结构、来源明确的工程接口、冲突决定和不确定性；不再维护独立的证据层或 coder 视图。
本技能只提取和核验信息，不生成源码，不训练、推理、运行或评测，也不针对某个智能体或单个
case 定制实现过程。
核心交付物只有 `<paper_workdir>/reproduction_spec.md`。官方 HTML、TeX 源码、`paper.pdf`、
规范化全文和补充材料只是来源缓存，不属于交付规格。不得再生成 `coder_task_description.md`、
`implementation_contract.json`、`paper_content_summary.md`、`task_intent_profile.md`、
独立 audit 报告或 variable/channel ledger；需要保留的信息全部写入 `reproduction_spec.md`。
## 输入与启动
接受当前用户的自然语言需求、上下文 `step_handoff`，或已有的本步骤
`.onescience/handoff/step_{step_id}.yaml`。没有交接文件时直接使用当前任务上下文，不要求用户
先填 JSON、创建 handoff 或重新提交同一任务。只有使用文件模式时才读取
[文件交接格式](../onescience-orchestrator/references/file_handoff_contract.md)。
`user_request` 表示本次任务要求，不限定为某个字段：优先核对仍可见的用户原文，同时接收
handoff 中的 `task_context.user_goal`、`constraints`、`inputs`、`required_outputs` 和调用方
已传递的明确要求。保留精确文件名、类/函数、签名、shape、路径、目标实验、来源限制和禁止
事项；用户未指定的内容不作为启动缺项。
启动时单独枚举用户原文和 handoff `inputs` 中所有数据文件、数据目录、glob、URI 及 train/
validation/test 分路径。每个路径先按用户给出的字面值登记为 `USER_REQUIREMENT`，再记录其用途、
输入来源、相对路径解析基准和验证状态；不得先摘要为数据集名称，也不得用论文下载地址、仓库默认
目录、占位符或规范化后的另一条路径替换。路径不存在、当前环境不可访问或解析基准不明确时，仍
…Read the whole file at its exact version.
How to install
mdr add onescience-ai/oneskills/onescience-paper-repro@sha256:846e0eca576727f5The line at the top of this page pins the label git:20261030.3665286, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_ri46r2dwembw2srz)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Jun 12, 2026 and Oct 30, 2026, about one every 35 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261030.3665286 latest | 2026-10-30 | 3665286 | 17,628 B | A | view · diff |
| git:20260814.1419d1c | 2026-08-14 | 1419d1c | 9,544 B | A | view · diff |
| git:20260717.ca42ee5 | 2026-07-17 | ca42ee5 | 8,939 B | A | view · diff |
| git:20260708.9ba4099 | 2026-07-08 | 9ba4099 | 8,058 B | A | view · diff |
| git:20260612.7611060 | 2026-06-12 | 7611060 | 7,743 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (17628 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
onescience-ai/oneskills · 24 stars · license MIT · pushed 2026-11-04 · branch master
API
GET https://markdownregistry.com/api/v1/artifacts/art_ri46r2dwembw2srz GET https://markdownregistry.com/api/v1/resolve?ref=onescience-ai/oneskills/onescience-paper-repro GET https://markdownregistry.com/api/v1/blob/846e0eca576727f5866439180c1d70957ca4bc26d6f59c9691ce0b156387d694
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.