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Peer Reviewer

基于 Node.js CLI 的多智能体学术评审工具(解构者/魔鬼代言人/裁判),输入论文文件或原始文本,分析逻辑缺陷、矛盾与实证有效性,输出含 overallScore、suggestions 等字段的 JSON Merit Report;依赖 Google Vertex/Gemini、Serper 与 arXiv,需配置凭据。

sschepis
sschepis
热度 74.66
最近更新 2026-05-17 11:25:40
分类:数据依赖:代码执行 / 读写文件 / 第三方 API / 内部调用大模型应用场景:研究 / 报告撰写

安装技能

复制下面的话术发给你的 Agent,它会通过 secure-skills 检索并安装该技能。

执行命令安装此 skill: npx secure-skills-cli add peer-reviewer
Metadata
name
peer-reviewer
description
AI-powered academic paper reviewer. Uses a multi-agent system (Deconstructor, Devil's Advocate, Judge) to analyze papers for logical flaws, contradictions, and empirical validity.
version
1.0.0

Peer Reviewer

A rigorous academic review system that uses multiple AI agents to deconstruct, attack, and judge scientific papers.

When to use

Use this skill when:

  • The user asks to "review this paper" or "find flaws in this logic".
  • You need to check an academic paper for contradictions with established literature.
  • You want a "Reviewer 2" style critique of a text.

How to use

Run the tool via the Node.js CLI in the installation directory.

Directory: /Users/sschepis/Development/peer-reviewer

Command

node dist/index.js "<path_to_paper_or_raw_text>"

Arguments

  • path_to_paper_or_raw_text: either a file path (absolute or relative to the package root) OR the raw text of the paper/claim.

Output

The tool outputs a "Merit Report" in JSON format, containing:

  • overallScore (0-10)
  • defenseStrategy
  • suggestions (list of improvements)
  • dimensions (scores for logic, novelty, etc.)

Examples

Review a local file:

cd /Users/sschepis/Development/peer-reviewer
node dist/index.js "/Users/sschepis/Desktop/research/draft_v1.txt"

Review a raw claim:

cd /Users/sschepis/Development/peer-reviewer
node dist/index.js "Claim: P=NP because I can solve Traveling Salesman in O(1) by guessing."

Configuration

Ensure google.json is present in the root directory or GOOGLE_APPLICATION_CREDENTIALS is set if running in a new environment.