Journal of Software Reproducibility Guide Agent Skill

Establishes experiment reproducibility, data and code availability, and artifact standards for submissions to the Journal of Software…

Context cost
1.6k tokensestimated from the bundle, loaded when it triggers
Bundle
1 file · 6.6 kBtext throughout, nothing executable
Licence
MITthe author’s own terms
Last change
—no release on file
Servers it uses
Noneruns standalone

What it does

当你要为投向《软件学报》(Journal of Software, JOS) 的软件学科稿件建立可复现性与实验可重复保障时使用。覆盖数据/代码可用性声明、环境与依赖固定、随机性与种子控制、挖掘与大模型实验的出处锁定与输出缓存、可复现材料的目录组织与 README,以及"可根据要求提供"这类弱表述的规避,帮助你让《软件学报》(Journal of Software) 审稿人相信你的实验结果可被他人重复得到。

What this skill changes about the agent has not been set out here as a list. Its SKILL.md, shown below, says it in the author’s own words.

documentation

The skill itself

A skill is instructions the model reads, so you can see what you are getting: below is the start of its SKILL.md. The front matter loads with every session, the body loads when the skill triggers, and the whole file comes with the install.

SKILL.md6.6 kB · preview
--- name: jos-reproducibility ---
6# 《软件学报》可复现性与实验可重复 (Journal of Software Reproducibility)
7
8《软件学报》(Journal of Software, JOS) 的软件学科审稿人越来越看重结果能否被他人重复。虽然
9本刊尚无公开的强制 artifact 评审轨道(现状 **待核实**,见
10[jos-artifact-evaluation](../jos-artifact-evaluation/SKILL.md)),但提供可复现材料能显著增强
11说服力。本技能给出让实验可重复的工程做法(来源见
12[resources/official-source-map.md](../../resources/official-source-map.md))。
13
14## 一、数据/代码可用性声明
15
16- 在论文中明确:代码、数据、脚本是否可获取、在哪里获取、以什么许可。
17- **避免弱表述**:"可根据要求提供 (available upon request)"在评审中是弱项而非中性占位;
18 尽量给出可访问链接(仓库/归档)。
19- 若因隐私/版权不能公开,说明原因,并提供可复核的替代(脱敏样本、合成数据、评测协议)。
20
21## 二、环境与依赖固定
22
23- 记录操作系统、语言/编译器版本、关键库版本;提供依赖清单(requirements/pom/lockfile)。
24- 优先容器化(Docker/镜像)或提供一键脚本,降低他人复现门槛。
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md236 words
Files1
LicenceMIT
Why you can read it

Nothing in a skill executes. The client loads the text and the model follows it, so a skill can be audited the way a runbook is — by reading it.

What it costs in context

Skills are not billed by the call. They are paid for in context: every token the instructions occupy is a token your code, your diff and your conversation cannot use. Here is what this one takes and when it takes it.

≈60
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
1,590
on trigger
The instruction body, read only when the skill fires.
0.83%
of a 200k window
Ten skills this size would take about 8% of the window before you open a file.
050k100k150k200k context window

1.6k tokens, estimated from the bundle at four bytes to the token, held for the rest of the session once it triggers. Middling. Fine to keep on in a project where you use it weekly, worth unloading in one where you never do.

Servers bill, skills cost

A server charges by the month. A skill charges once per session, in context, and then keeps charging it for as long as the session lives.

Before and after

The same question, put to the same model twice: once as it comes, and once with these instructions loaded.

No worked example has been published for this skill yet.

The procedure it runs

The procedure has not been set out here step by step. It is in the body of its SKILL.md: the start of it is shown above, and the whole file comes with the install.

Prose, not code

These steps are written for a model to follow, not executed by a runtime. It can still be told to skip one, and it will say so when it does.

Servers it uses

None. This skill calls no MCP servers at all.

Everything it needs is in the instructions, so it works in a project with nothing connected — the model reads the file and changes how it works with what it can already reach.

Its SKILL.md does not declare which tools it asks the agent for, so what it touches is whatever the instructions themselves ask for — read them before you install it.

What it asks for
Writes filesnot declared
Network accessnot declared

This SKILL.md carries no allowed-tools line, so neither is declared. A skill grants no permissions of its own — it can only ask for tools your client already has.

What it will not do

Every skill is narrow, and the useful ones say where they stop. These are the jobs this one is the wrong tool for.

What this skill is not for has not been published here. Nothing is implied by that: it is a section the author has not filled in.

What is in the bundle

1 file, 6.6 kB on disk. A bundle is text throughout: the instructions the model reads, plus the templates it fills in.

  • SKILL.md6.6 kB
What is not in it

No dependencies and nothing executable: a skill is text the agent reads, so the bundle is 1 file you can review in full before installing. The MIT licence covers the templates and examples as well as the instructions.

Install

Installing copies the bundle into your project. Nothing runs at install time — the files sit on disk until the model reads them.

# Journal of Software Reproducibility Guide · 1.6k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/journal-of-software-reproducibility-guide/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/journal-of-software-reproducibility-guide" ] && { [ ! -e .claude/skills/journal-of-software-reproducibility-guide ] || { mv .claude/skills/journal-of-software-reproducibility-guide "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/journal-of-software-reproducibility-guide" .claude/skills/ && echo "Installed .claude/skills/journal-of-software-reproducibility-guide"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add brycewang-stanford/journal-of-software-reproducibility-guide

Windows PowerShell says 'running scripts is disabled on this system'? Run Set-ExecutionPolicy -Scope CurrentUser RemoteSigned once, or type npx.cmd instead of npx (codex.cmd, gemini.cmd, grok.cmd likewise). PowerShell 7 needs neither. Writes to .claude/skills/journal-of-software-reproducibility-guide/ in the current project. For every project instead, run mkdir -p ~/.claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/journal-of-software-reproducibility-guide/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/journal-of-software-reproducibility-guide" ] && { [ ! -e ~/.claude/skills/journal-of-software-reproducibility-guide ] || { mv ~/.claude/skills/journal-of-software-reproducibility-guide "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/journal-of-software-reproducibility-guide" ~/.claude/skills/ && echo "Installed ~/.claude/skills/journal-of-software-reproducibility-guide" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/journal-of-software-reproducibility-guide/ only after the download succeeds, so files left there by another skill of the same name, or by an older release, do not mix in. A copy already there is moved aside, not deleted, and the line prints where. It appears as jos-reproducibility in Gemini CLI, Codex, Copilot and Grok (its own name); Claude Code lists it by the folder name, journal-of-software-reproducibility-guide.

Which clients pick it up on their own

A skill is a folder of text. Most of these read a skills folder and pick it up without being told; the rest take the same folder another way — an upload in the app, a parameter on an API call — and then choose it by its description just the same.

Claude Code.claude/skills/
Claude DesktopCustomize › Skills
ChatGPTSkills › Create › Upload
Cursor.cursor/skills/
VS Code.github/skills/
Codex CLI.agents/skills/
Gemini CLI.gemini/skills/
Grok Build.grok/skills/
Microsoft CopilotSkills › Upload a skill
PerplexityComputer › Skills › Upload a skill
DeepSeek Harness.dsh/skills/
Zed.agents/skills/
Devin Desktop.devin/skills/
Windsurf (legacy).windsurf/skills/
OpenAI Agents SDKInstructions or sandbox Skills
HTTP / APIa request parameter
This release
Versionnot versioned
Publishedno release date on file
PriceFree
Referencebrycewang-stanford/journal-of-software-reproducibility-guide

Versions

Its author publishes no version number, so there is nothing here to pin to: what you install is the folder as it stands today. Instructions change more often than APIs do — a skill can be rewritten entirely without anything it depends on moving.

Pinning

Nothing to pin to: this skill carries no version number of its own. What you install is what the folder holds on the day you install it.

Reviews

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