methodology-extractor

Extract and compare experimental methods sections across multiple research papers.

Updated Sep 15, 2026
One-click install
npx skills add https://github.com/mrsonord2240/openscience-specialists --skill methodology-extractor-mrsonord2240
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: methodology-extractor
Source: https://github.com/mrsonord2240/openscience-specialists/tree/main/specialists/preclinical-validation-designer/versions/1.0.0/package/skills/methodology-extractor
Command: npx skills add https://github.com/mrsonord2240/openscience-specialists --skill methodology-extractor-mrsonord2240

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve? Comparing experimental protocols across many papers manually is slow and error-prone. This Skill extracts methods sections from multiple papers and produces a structured comparison of protocol steps, highlighting common procedures and paper-specific variations. ## Core Features & Use Cases - Batch Methods Extraction: Parse methods sections from multiple papers identified by ID or text input. - Protocol Comparison: Identify common steps shared across studies and unique steps specific to individual papers. - Use Case: Given 50 papers using Western Blot, generate a comparison table showing antibody concentrations, blocking conditions, and wash times to support protocol optimization and reproducibility assessment. ## Quick Start Ask the assistant to extract and compare the experimental methods from your set of papers for a target method such as Western Blot or qPCR.

Frequently Asked Questions about methodology-extractor

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

FAQPage Schema
How do I compare experimental methods across multiple papers?▼

Provide the set of papers and a target method type, and the extractor parses each methods section, identifies protocol steps, and reports which steps are common across studies versus unique to individual papers.

How to extract the methods section from a research paper with Python?▼

The bundled script scans paper text for a Methods or Materials and Methods heading, captures lines until the Results, Discussion, or References section, and then identifies numbered or bulleted protocol steps.

Does the methodology extractor require external Python packages?▼

No external packages are required. The script uses only the Python standard library (argparse, json, collections), so it runs in a default Python environment without installing dependencies.

What are the limitations of automated methods section extraction?▼

Extraction relies on simple heading and step-pattern matching, so papers with nonstandard section titles, unstructured prose methods, or missing headings may yield incomplete results. Verify extracted steps against the source papers before reuse.

What input format does the methodology extractor accept?▼

The script accepts a JSON file mapping paper IDs to their methods text via the --papers argument, and can write results to an output JSON file. A --demo flag runs a built-in three-paper example.