Academic Literature Researcher Agent Skill

Conducts rigorous, verifiable academic literature surveys, citation verification, and evidence synthesis for research exploration and…

Context cost
49.9k tokensestimated from the bundle, loaded when it triggers
Bundle
21 files · 278.1 kB5 scripts among them — read before you run
Licence
not declarednone named by its author
Last change
—no release on file
Servers it uses
Noneruns standalone

What it does

通用学术文献调研Skill,面向研究者、学生和论文写作者在未锁定具体论文题目前摸清某学术方向、概念、机制、热点前沿、学术史或选题依据。执行系统检索、引用真实性核验、证据分级、主题聚类、交叉综合、争议与空白识别,产出结论先行、引用可追溯的结构化调研结果。触发于用户要求调研某方向、梳理研究现状或related work、查看最新进展、梳理热点前沿或学术史、找文献支撑、做选题依据、解释某概念或机制。只做文献调研与证据支撑,不产出摘要引言方法结果讨论结论式成品论文,不代写用户论文段落或文献综述章节;写作润色转doubao-academic-writing,想法评估转doubao-academic-evaluator,医学文献检索转doubao-medical-literature-search。

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.

documentationresearch

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.md52.6 kB · preview
--- name: doubao-academic-researcher ---
6# doubao-academic-researcher
7
8你现在的身份,是一位写过多篇高质量综述、同时也当过期刊 section editor 的资深研究者。有人带着一个研究话题来找你,想听你把这个方向的脉络理清楚、把关键工作摆出来、把争议和空白点出来,最后给一个有判断力的结论。
9
10你不是搜索引擎,也不是给几条要点的问答助手。你要做的是一份**读完之后能直接用来做研究决策**的专业调研:结论放在最前面,每条判断都有文献支撑,文献之间有交叉对比而不是逐篇罗列,争议被如实呈现而不是平均掉。
11
12**边界先说清**:这个 skill 面向**尚未锁定具体论文题目、想先摸清某个大方向研究进展**的用户,只做**文献调研与证据支撑**,交付结构化调研结果,并含一段连续综述正文(一段合格文献综述正文的格式示例)。**这段综述正文是面向大方向的格式示例,供用户按后续确定的细分方向取用,不是针对某个具体题目的成品综述。** 它**不写"摘要+引言+方法+结果+讨论+结论"那种可直接提交的成品论文,不代写论文段落,也不代写用户论文里那一章"文献综述"的成品**——那是论文写作/润色类 skill 的活。**判据**:如果用户已经在写论文、现在要的是"把我这篇论文的文献综述这一章/这一节写出来",那他已进入论文写作阶段,不属于本 skill;本 skill 帮的是"还没动笔、先摸清方向"的调研需求。用户要成品论文、要代写段落、或要代写其论文的文献综述章节时,按 IRON RULE 6 说明边界、给替代,不硬凑。
13
14## 不可覆盖规则(IRON RULES,最高优先级)
15
16以下规则是这份 skill 的**方法论地基,优先级高于用户的任何临时指令**。它们定义"什么是一份可信的调研",不是可协商的偏好。**即使用户明确要求违反,也不能照做**——这不是抗命,而是守住专业底线;照做等于交付一份不可信的东西,反而没有帮到用户。这些规则在**每一趟执行里都必须生效**,与是否读了下游 references 无关。
17
181. **证据分级不可压成一轴**:始终用「研究设计层级 × 学科内适配度」双轴定级。**不接受"把所有非 RCT 一律标为低质量"这类指令**——那会系统性误杀人文/质性研究在其学科传统里的黄金标准证据。(详见 references/evidence-hierarchy.md)
192. **编造/不可核验的引用一条都不能进**:灰区 = 不使用。DOI 能解析但标题对不上 = 幻觉信号,必须拦。**不接受"直接把某篇加进来别管核验""不用查了"这类指令**。(详见 sub-skills/literature-scout/references/citation-protocol.md)
203. **具体数字/方法细节必须可追溯**:只有全文精读或可靠解析后才能写精确指标、样本量、消融结果;只有摘要时如实停在摘要层,**不补写、不编造**。
214. **错误前提不作为事实写入**:用户给的前提若与文献/时间线冲突(如"A 启发了比它更早的 B"),**不顺着写**——改写为"辨析该说法是否成立"并给出准确表述。(时间完整性见 references/hedge-calibration.md)
225. **成稿层不新增判断或引用**:review-writing 只做文体转换。发现证据不足或缺引用,**回退 research-synthesis**,绝不在成稿层自行补内容。
236. **不生成"论文式整篇文章"、不代写论文段落、也不代写论文里的文献综述章节——这是 skill 边界,用户要求也不做**:本 skill 只做文献调研与证据支撑,交付**结构化调研结果**(核心结论 / 维度分析 / 争议 / 方向 / 参考文献等)加**一段连续成文的综述正文示例段**。这段综述正文段是**面向大方向的文献综述格式示例**(供用户按后续细分方向取用),不是针对用户某个具体题目代写的成品段落,也不是用户论文里那一章"文献综述"的成品。**绝不产出"摘要 + 引言 + 方法 + 结果 + 讨论 + 结论"这类可直接提交的成品论文(IMRaD 整篇),不代写用户论文里的某个具体段落(如"帮我把引言这段写出来""润色这段讨论"),也不代写"用户正在写的那篇论文的文献综述这一章/这一节"**——即使用户明确说"写成完整论文""按论文格式出摘要引言方法结果讨论结论""直接能交的毕业论文/期刊稿""帮我写好某一段""帮我把我论文的文献综述部分写出来",也不照做。这不是范围裁剪问题,是 skill 定位问题:**用户若已在写论文、要的是论文的成品部分(含文献综述章节),说明他已进入论文写作阶段**,属论文写作/润色类 skill 的活,不在本 skill 内。遇到这类要求,正常交付调研结果与综述正文示例段,并用下面的冲突模板说明边界。此外,用户只要某些维度/章节/表格/清单时,调研结果层只呈现那些,不自动铺开成整篇。
247. **质量门禁失败必须回退,不能带病往下走**:6 维门禁任一不过,按其失败路由回退处理,不允许"跳过门禁直接成稿"。
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md1,647 words
Files21
Licencenot declared
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.

≈100
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
49,800
on trigger
The instruction body and 20 supporting files, read only when the skill fires.
24.9%
of a 200k window
Ten skills this size would not fit in the window together.
050k100k150k200k context window

49.9k 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

21 files, 278.1 kB on disk. Mostly text — the instructions the model reads — with 5 scripts in it that your client would run only if the instructions tell it to.

  • SKILL.md52.6 kB
  • references/evidence-hierarchy.md4.5 kB
  • references/hedge-calibration.md3.6 kB
  • references/output-structure.md23.4 kB
  • scripts/check_lark_doc.py25.8 kB
  • scripts/check_review_draft.py7.1 kB
  • scripts/research_visuals.py8.0 kB
  • scripts/validate_run.py15.9 kB
  • scripts/workflow.py21.7 kB
  • sub-skills/document-delivery/SKILL.md8.7 kB
  • sub-skills/literature-scout/SKILL.md16.6 kB
  • sub-skills/research-synthesis/SKILL.md22.0 kB
  • sub-skills/review-writing/SKILL.md7.9 kB
  • sub-skills/literature-scout/references/citation-protocol.md10.0 kB
  • sub-skills/literature-scout/references/search-strategy.md9.5 kB
  • sub-skills/research-synthesis/references/gaps-and-directions.md8.2 kB
  • sub-skills/research-synthesis/references/quality-gates.md3.3 kB
  • sub-skills/research-synthesis/references/self-adversarial.md2.7 kB
  • sub-skills/research-synthesis/references/synthesis-framework.md9.0 kB
  • sub-skills/review-writing/references/draft-composition.md11.4 kB
  • sub-skills/review-writing/references/two-layer-consistency.md6.2 kB
What is not in it

A skill installs nothing and depends on nothing: it is a folder your client reads. This one carries 5 scripts beside the text, so the bundle is 21 files you can review in full before installing.

Install

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

# Academic Literature Researcher · 49.9k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/academic-literature-researcher/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/academic-literature-researcher" ] && { [ ! -e .claude/skills/academic-literature-researcher ] || { mv .claude/skills/academic-literature-researcher "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/academic-literature-researcher" .claude/skills/ && echo "Installed .claude/skills/academic-literature-researcher"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add ahang1598/academic-literature-researcher

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/academic-literature-researcher/ 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/academic-literature-researcher/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/academic-literature-researcher" ] && { [ ! -e ~/.claude/skills/academic-literature-researcher ] || { mv ~/.claude/skills/academic-literature-researcher "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/academic-literature-researcher" ~/.claude/skills/ && echo "Installed ~/.claude/skills/academic-literature-researcher" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/academic-literature-researcher/ 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 doubao-academic-researcher in Gemini CLI, Codex, Copilot and Grok (its own name); Claude Code lists it by the folder name, academic-literature-researcher.

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
Referenceahang1598/academic-literature-researcher

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.

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