
from medical-research-skills1,115
Perform structured methodological quality assessments of research papers (RCTs, observational studies, systematic reviews) and produce a reproducible evaluation
This skill automates critical appraisal of research articles by mapping study designs to appropriate quality-check tools, extracting text from PDFs when needed, and synthesizing a structured assessment report. It supports multiple study types (RCTs, cohort, case-control, diagnostic accuracy, qualitative, systematic reviews) and encodes deterministic output rules to keep deliverables consistent. The packaged helper scripts assist with PDF extraction and standardized output generation.
Use when you need a repeatable, checklist-driven quality appraisal: preparing evidence tables for reviews, validating study internal validity, or producing reviewer-ready assessment summaries. Require the source article (text or PDF) and clear task parameters (which tool/checklist to apply). Do not use for speculative clinical advice or when source documents are missing.
references/.quality_assessment_result.md with a validation summary and assumptions. The SKILL.md specifies input validation and failure handling rules.Compatible with Python-capable agents and research assistants that can validate inputs, run helper scripts, and post-process structured markdown output.
Quality assessment skill for research papers with a single PDF text extraction script. The script fails immediately on import due to missing PyPDF2 dependency. Error messages in the script mix English and Chinese (poor machine translation). SKILL.md is thorough but heavily template-driven and repetitive. No security concerns — purely local PDF processing with no network calls or credentials.
PyPDF2The script is a simple PDF text extractor using PyPDF2 — functionally straightforward. The garbled bilingual error messages suggest automated translation without review. The SKILL.md heavily references quality assessment checklists and study design classification but doesn't bundle the actual assessment logic — it's really just guiding an LLM through a structured appraisal workflow with PDF extraction as the only executable component.
Plotly (Interactive Python Visualizations)
Interactive Python visualization skill for building hoverable, zoomable, and embeddable charts (Plotly Express + Graph Objects) for EDA, dashboards, and present
Scite Database (Smart Citations)
Query Scite.ai Smart Citations by DOI to report supporting, contrasting, and mentioning citation counts and help assess a paper's reliability.
Scite Database
Fetch and summarize Scite.ai Smart Citations for a DOI to classify supporting, contrasting, and mentioning citations and assess a paper's reception.
Medical English Precision Editor
Preserves scientific meaning while improving medical English precision, clarity, flow, and journal-appropriate tone.
Peer Review (Academic)
Produce structured, actionable peer review reports for manuscripts, theses, and internal research outputs, separating major validity issues from minor polish it