Is this skill restricted to sociology research only?

While developed as part of the sociology-skillset, its logic for verifying quotes against transcripts and claims against data is applicable to any academic or professional research field.

How does it handle paraphrased content that isn't an exact match?

It uses a combination of semantic search and Haiku-powered subagents to perform 'deep reading,' confirming if the core meaning of your claim is supported by the source text.

Can this skill handle PDF sources for literature verification?

Yes, the Verifier skill can check claims against PDFs, markdown files, and reference libraries linked via bibtex to ensure literature citations are accurate.

Does the skill modify my original manuscript during the process?

No, it reads your manuscript to extract items and generates a separate verification-report.md file. It uses git to track progress without altering your primary text.

Research Quote & Claim Verifier

Name: Research Quote & Claim Verifier
Author: nealcaren

bynealcaren

•

数据科学与机器学习

Systematically verifies direct quotes and academic claims in research manuscripts against original source materials like interview transcripts and literature.

The Verifier skill automates the rigorous process of checking manuscript accuracy by extracting quotes and claims, mapping them to source documents, and confirming their presence using a multi-tiered search strategy. It handles qualitative interview data, quantitative findings, and literature citations, utilizing fast grep searches for exact matches and Haiku-powered deep reading for semantic verification. This tool is essential for researchers preparing for journal submissions or peer reviews, ensuring that every attribution is factually grounded in the primary data while generating a comprehensive report of any discrepancies found.

主要功能

01Integration of Haiku agents for deep contextual reading when standard searches fail

02Automated extraction of direct quotes and paraphrased claims from complex manuscripts

033 GitHub stars

04Comprehensive verification reporting with flagged issues and recommended corrections

05Intelligent source mapping between manuscript citations and raw data files or PDFs

06Multi-level verification ranging from exact character matching to semantic paraphrase checking

使用场景

01Final accuracy check of qualitative findings and participant quotes before journal submission

02Verification of statistical claims against raw datasets and analysis scripts in quantitative research

03Quality assurance for literature reviews to ensure citations accurately reflect the source material

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add nealcaren/sociology-skillset verifier

For use in Claude.ai and ChatGPT

Download Skill