literature-review

literature-review is a skill for Claude Code, Codex from shuishousong/zotero-ima-mcp. It costs 31 tokens per session (306 once invoked), scanned A, original, MIT.

A literature-review skill for organizing a collection of research papers into a structured review. It covers themes, methods, agreements, disagreements, and gaps in the research.

In plain words
What is it for?
Use it to review a research topic, summarize what a set of papers studies, or identify possible areas for further research.
Why use it?
It reduces the work of reading and comparing many papers when you need to understand the current state of a topic.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it to review a research topic, summarize what a set of papers studies, or identify possible areas for further research.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/shuishousong/zotero-ima-mcp/literature-review
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add shuishousong/zotero-ima-mcp --skill literature-review
Clone the repo
git clone --depth 1 https://github.com/shuishousong/zotero-ima-mcp

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for literature-review

README.md
[![agentmods](https://agentmods.dev/badge/skills/shuishousong/zotero-ima-mcp/literature-review/github.svg)](https://agentmods.dev/skills/shuishousong/zotero-ima-mcp/literature-review)
Your own site
<a href="https://agentmods.dev/skills/shuishousong/zotero-ima-mcp/literature-review"><img src="https://agentmods.dev/badge/skills/shuishousong/zotero-ima-mcp/literature-review/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for literature-review

Your own site · 80×15
<a href="https://agentmods.dev/skills/shuishousong/zotero-ima-mcp/literature-review"><img src="https://agentmods.dev/badge/skills/shuishousong/zotero-ima-mcp/literature-review.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 31 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 306 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00031 $0.00306
Opus 5.5 $0.00012 $0.00122
Sonnet 5.5 $0.00006 $0.00061
Haiku 4.5 $0.00003 $0.00031

Measured 2mo ago against content hash 259edcb3aa86, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

literature-review scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/literature-review/SKILL.md · 30 lines

What it actually says

literature-review

对文献池进行主题化综述,输出综述并保存为 literature_review 分析。

触发条件

用户要求:综述这个主题、这些文献都在研究什么、某领域的研究现状、做一个文献综述。

流程

  1. 用 literature_retrieve(query=主题词)从注册表检索相关文献。
  2. 对候选文献逐篇 literature_paper_read 提取要点。
  3. 组织综述结构:主题定义 / 研究脉络 / 方法谱系 / 共识与分歧 / 研究缺口。
  4. literature_analysis_write 写入:
    • analysisType: literature_review
    • question: 主题
    • title: 主题 + "文献综述"
    • managedContent: 综述 Markdown(必须逐段标注来源文献 zoteroKey)

输出要求

  • 综述中每个论断标注来源文献。
  • 明确区分"文献共识"与"个别观点"。
  • 研究缺口基于已有文献推断,标注为推断。
Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 2mo ago First seen · 30 lines · 31 tokens per session scan A 259edcb3aa86

Subscribe to this mod's changes

literature-review is a skill published in the GitHub repository shuishousong/zotero-ima-mcp (1 stars, last pushed 3mo ago), licensed MIT. It adds 31 tokens to every session and 306 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

Related

literature-review compared with skills from other repositories

literature-review next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
literature-reviewshuishousong/zotero-ima-mcpSkill13mo agoMITA31Claude Code, Codex
literature-mentorbahayonghang/my-ai-cli-toolkitSkill1710d agoMITA121Claude Code, Codex
zotero-cli54yyyu/zotero-mcpSkill5.8k2d agoMITA93Claude Code, Codex
annotate-paper54yyyu/zotero-mcpSkill5.8k2d agoMITA82Claude Code, Codex
deeppapernote917Dhj/DeepPaperNoteSkill1.3ktodayMITA71Claude Code, Codex
paper-glossary917Dhj/DeepPaperNoteSkill1.3ktodayMITA46Claude Code, Codex
fin-ref-papercsmar432/finai-researchSkill1095d agoMITA47Claude Code, Codex