Chemical Review QA Agent Skill

Evaluates chemical literature reviews using four independent reviewer roles to identify evidence gaps, comparability issues, argument…

Context cost
1.4k tokensestimated from the bundle, loaded when it triggers
Bundle
5 files · 5.5 kBtext throughout, nothing executable
Licence
MITthe author’s own terms
Last change
—no release on file
Servers it uses
Noneruns standalone

What it does

Use independent chemistry review roles to surface evidence, comparability, argument, and overclaim risks.

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.

productivity

The skill itself

A skill is instructions the model reads, and here they are in full: the front matter loads with every session, and the body below it loads when the skill triggers. The other files in the bundle are listed further down.

SKILL.md1.8 kB
--- name: chemical-review-qa disable-model-invocation: true ---
7# Chemical Review QA
8
9QA 是一个可选入口(optional entrypoint);只有研究者明确请求或确认 draft 进入 QA 时才启动。启动后默认运行 four(四个) isolated fresh reviewer,不把一个角色的缺失当作完整 QA。读取研究者明确 allowlist 的 confirmed brief、Research evidence、draft.md 和 Synthesis handoff,再按需要加载:
10
111. [reviewers.md](reviewers.md):四个 fresh reviewer 的角色和输入边界;
122. [arbiter.md](arbiter.md):如何把独立观察和真实冲突汇总成一份可读报告;
133. [revision-routing.md](revision-routing.md):如何用普通语言决定下一步。
14
15## 推荐节奏
16
17主会话必须分别请四个 fresh sub-agent 看证据定位、化学可比性、综合与反驳、过度主张与反例。每个 reviewer 只看 role instructions、同一版(same revision)明确 allowlist 的 brief/Research/draft/stage summary;不读取隐藏上下文或其它 reviewer 报告,不编辑 draft 或 upstream canonical artifact。缺失、超时、malformed 或 context-insufficient 时,明确标记该角度 incomplete。
18
19arbiter 保留分歧、缺失信息和 locator,把它们整理成 qa/ 下的报告与 revision plan。研究者逐条接受、拒绝或暂缓,随后决定回到 Intent、Research、Synthesis 或只做交付表达;QA 不自动改稿、推进 Delivery 或声称 scientific validity。
20
21QA 反馈是协作材料,不是投票结果。研究者可以直接说“这条比较不可比”“补看该 PDF 第 3 页”或“保留这个假设”,主会话把它翻译成下一步工作。
22
This is the whole of SKILL.md. Install the skill to get it and everything beside it.
In the file
SKILL.md99 words
Files5
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.

≈50
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
1,325
on trigger
The instruction body and 4 supporting files, read only when the skill fires.
0.69%
of a 200k window
Ten skills this size would take about 7% of the window before you open a file.
050k100k150k200k context window

1.4k 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, shown in full above.

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

5 files, 5.5 kB on disk. A bundle is text throughout: the instructions the model reads, plus the templates it fills in.

  • SKILL.md1.8 kB
  • arbiter.md1.0 kB
  • reviewers.md1.3 kB
  • revision-routing.md1.0 kB
  • agents/openai.yaml0.4 kB
What is not in it

No dependencies and nothing executable: a skill is text the agent reads, so the bundle is 5 files 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.

# Chemical Review QA · 1.4k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/chemical-review-qa/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/chemical-review-qa" ] && { [ ! -e .claude/skills/chemical-review-qa ] || { mv .claude/skills/chemical-review-qa "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/chemical-review-qa" .claude/skills/ && echo "Installed .claude/skills/chemical-review-qa"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add kenqia/chemical-review-qa

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/chemical-review-qa/ 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/chemical-review-qa/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/chemical-review-qa" ] && { [ ! -e ~/.claude/skills/chemical-review-qa ] || { mv ~/.claude/skills/chemical-review-qa "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/chemical-review-qa" ~/.claude/skills/ && echo "Installed ~/.claude/skills/chemical-review-qa" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/chemical-review-qa/ 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.

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
Referencekenqia/chemical-review-qa

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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