data-checker

Validate academic paper data authenticity and reproducibility by detecting placeholders and verifying script outputs.

43|2|Updated Apr 5, 2026
One-click install
npx skills add https://github.com/PKU-ASAL/CoPaper-OpenCode --skill data-checker-pku-asal
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: data-checker
Source: https://github.com/PKU-ASAL/CoPaper-OpenCode/tree/main/.agents/skills/data-checker
Command: npx skills add https://github.com/PKU-ASAL/CoPaper-OpenCode --skill data-checker-pku-asal

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) components.

What problem does it solve?

This Skill addresses the need for data authenticity and reproducibility in academic papers, identifying issues with data, scripts, and outputs.

Core Features & Use Cases

  • Data Authenticity Check: Detects placeholder data and verifies data authenticity.
  • Reproducibility Verification: Ensures each table and figure has a linked reproduction script.
  • Use Case: Utilize the data-checker Skill to verify the reproducibility of results in a research paper before submission.

Quick Start

Run the data-checker Skill on your paper to check for data authenticity and reproducibility.

Frequently Asked Questions about data-checker

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

FAQPage Schema
How do I check data authenticity and reproducibility in an academic paper?

To check data authenticity and reproducibility in an academic paper, you need to detect placeholder data, verify linked scripts, and ensure script outputs match reported results. The data-checker automates this validation process.

How can I detect placeholder data in research paper tables and figures?

Detecting placeholder data in research paper tables and figures involves analyzing paper content to identify fabricated or dummy values. This data authenticity check ensures reported numbers are genuine and verifiable.

What is the best way to verify that script outputs match the results reported in my manuscript?

The best way to verify that script outputs match reported results is by executing linked reproduction scripts and comparing their outputs against the manuscript. This reproducibility verification validates data accuracy before submission.

Can I use automated script verification to ensure every table and figure has a linked reproduction script?

Yes, automated script verification can ensure every table and figure has a linked reproduction script. This reproducibility verification validates that all reported data points are backed by executable analysis scripts.

Do I need to provide linked scripts for data authenticity verification before paper submission?

Yes, you need to provide linked scripts for data authenticity verification before paper submission. The verification process requires script execution and output comparison to validate reproducibility and detect placeholder data.