Chemical Review Framework Agent Skill

Transforms locator-bound chemistry literature evidence into structured, testable judgment frameworks for academic reviews.

Context cost
4.8k tokensestimated from the bundle, loaded when it triggers
Bundle
6 files · 19.2 kBtext throughout, nothing executable
Licence
MITthe author’s own terms
Last change
—no release on file
Servers it uses
Noneruns standalone

What it does

Turn locator-bound chemistry evidence into a generalized, testable judgment framework before synthesis.

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, 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.md4.8 kB · preview
--- name: chemical-review-framework disable-model-invocation: true ---
7# Chemical Review Framework
8
9Framework 是 Research 与 Synthesis 之间的化学判断工作台。它的目标不是再列一次论文,而是把多个具体研究压缩成有边界、可检验、能指导实验或后续研究的判断框架。它是一个独立入口;在同一会话中可承接 Research,也可以在另一轮只凭持久化的阶段摘要和用户 allowlist 重新调用。
10
11## 输入边界与产物
12
13默认只读取:
14
15- 研究者已经确认的 review-brief.md;
16- Research handoff、evidence ledger、已接受的候选/文献集和 Research result summary;
17- 在来源 identity 正确、stable identity(稳定身份)可靠且 locator 可追溯时可信的 MinerU 来源文本、表格和图注;
18- 研究者明确列出的其它材料。
19
20不要主动读取全局 memory、隐藏 history、无关 parent context、凭据、cookie、session、sibling checkout 或未列入 allowlist 的旧稿。缺材料时报告缺口,不从聊天残留中猜补。Framework 不负责发现论文、获取受限全文或替 Research 核验来源;它是一个 independent entry(独立入口),不是 Research 的替代品。
21
22Framework 默认拥有并写入这些人类可读的 Markdown 资产:
23
241. evidence-matrix.md:条件完整、可追溯的比较主表;
252. case-cards.md:真正改变判断的案例卡;
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md195 words
Files6
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.
4,750
on trigger
The instruction body and 5 supporting files, read only when the skill fires.
2.4%
of a 200k window
Ten skills this size would take about 24% of the window before you open a file.
050k100k150k200k context window

4.8k tokens, estimated from the bundle at four bytes to the token, held for the rest of the session once it triggers. Heavy. Teams tend to install this one per project rather than globally, and load it only when the job comes up.

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

6 files, 19.2 kB on disk. A bundle is text throughout: the instructions the model reads, plus the templates it fills in.

  • SKILL.md4.8 kB
  • cases-and-comparison.md3.2 kB
  • handoff-and-revision.md2.7 kB
  • intake-and-spine.md4.8 kB
  • judgment-and-boundaries.md3.3 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 6 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 Framework · 4.8k 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-framework/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/chemical-review-framework" ] && { [ ! -e .claude/skills/chemical-review-framework ] || { mv .claude/skills/chemical-review-framework "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/chemical-review-framework" .claude/skills/ && echo "Installed .claude/skills/chemical-review-framework"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add kenqia/chemical-review-framework

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

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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