Individual skill

scholar-evaluation

Implements the ScholarEval framework to evaluate scholarly documents; trigger when the user provides a PDF/DOCX/TXT file or pasted text and requests critique, scoring, or quality assessment.

scientific-skills/Evidence Insight/scholar-evaluation/SKILL.md

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Last checked: Nov 9, 2026

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Repository stars (not skill ratings): 2,047
Repository last updated: Sep 17, 2026
License: MIT

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bioinformatics Repository topic
computational-biology Repository topic
data-analysis Repository topic
ai Repository topic
biology Repository topic
cancer-genomics Repository topic
data-visualization Repository topic
differential-expression Repository topic
genomics Repository topic
medical Repository topic
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SKILL.mdcore · 3,743 bytes
SKILL.mdcore · 3,743 bytes
SKILL.mdcore · 3,743 bytes
SKILL.mdcore · 3,743 bytes
SKILL.mdcore · 3,743 bytes
references/evaluation_framework.mddoc · 2,133 bytes
requirements.txtdoc · 25 bytes
scholar-evaluation_audit_result_v1.jsonasset · 13,084 bytes
scores.jsonasset · 188 bytes
scripts/calculate_scores.pyruns · 2,248 bytes
scripts/extract_text.pyruns · 3,384 bytes

Read excerpt

> **Source**: [https://github.com/aipoch/medical-research-skills](https://github.com/aipoch/medical-research-skills)

## When to Use

- Evaluate a research paper, thesis, or proposal and produce a structured critique with scores.
- Generate actionable revision recommendations across core academic writing dimensions.
- Compare multiple drafts/versions of a manuscript using consistent rubric-based scoring.
- Assess submission readiness (e.g., for a conference/journal) and identify major weaknesses.
- Review a document provided as a PDF/DOCX/TXT file when the user expects automatic text extraction.

## Key Features

- **Automatic text extraction** from **PDF/DOCX/TXT** via `scripts/extract_text.py` (intended as the first step for file inputs).
- **ScholarEval rubric** with **8 evaluation dimensions** (see `references/evaluation_framework.md`).
- **Per-dimension scoring (1–5)** with qualitative feedback and concrete recommendations.