scholar-evaluation

Evaluate scholarly work with weighted dimension scores via calculate_scores.py.

48|6|Updated Mar 9, 2026
One-click install
npx skills add https://github.com/qinyan-ai/qinyan-academic-skills --skill scholar-evaluation-qinyan-ai
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: scholar-evaluation
Source: https://github.com/qinyan-ai/qinyan-academic-skills/tree/main/skills/04-%E7%A0%94%E7%A9%B6%E6%96%B9%E6%B3%95%E4%B8%8E%E7%A7%91%E5%AD%A6%E6%80%9D%E7%BB%B4/scholar-evaluation
Command: npx skills add https://github.com/qinyan-ai/qinyan-academic-skills --skill scholar-evaluation-qinyan-ai

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

Provides a structured, rubric-based framework to evaluate scholarly work across multiple dimensions, delivering quantitative scores and actionable feedback to guide revisions, manuscript readiness, and academic writing improvements.

Core Features & Use Cases

  • Dimension-based scoring across Problem Formulation, Literature Review, Methodology, Data Collection, Analysis, Results, Writing, and Citations.
  • Automated report generation with weighted scores and an assessment summary using the included calculate_scores.py and evaluation_framework.md.
  • Workflow support for revision planning and publication preparation, with guidance to strengthen weak dimensions.
  • Use Case: A research group evaluates a draft manuscript to identify gaps, improve methodological rigor, and plan targeted revisions.

Quick Start

Provide your dimension scores in a JSON file and run the calculate_scores.py script to generate a comprehensive report.

Frequently Asked Questions about scholar-evaluation

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I evaluate a research paper using a structured rubric?▼

You can evaluate a research paper by applying a structured rubric to score dimensions like problem formulation, methodology, and data collection, generating actionable feedback for manuscript revisions.

How does rubric-based scoring work for scholarly manuscript evaluation?▼

Rubric-based scoring automates scholarly manuscript evaluation by applying weighted scores across dimensions such as literature review, analysis, results, writing, and citations to produce a comprehensive assessment report.

Can I use this evaluation framework for literature reviews and research proposals?▼

Yes, the evaluation framework supports literature reviews and research proposals by delivering dimension-wise quantitative scores and targeted feedback to guide academic writing improvements.

How do I generate an evaluation report from dimension scores?▼

To generate an evaluation report, provide your dimension scores in a JSON file and run the calculate_scores.py script to compute weighted scores and output a comprehensive assessment summary.

What is the best way to identify methodological gaps in a draft manuscript?▼

The best way to identify methodological gaps is to evaluate the draft manuscript against a structured rubric, yielding dimension-wise scores that highlight weak areas for targeted revisions.

Does this scholarly evaluation tool require specific dependencies to run?▼

No, this scholarly evaluation tool requires no external dependencies to run, utilizing built-in scripts and reference files to calculate scores and generate assessment reports.