BiasCheck

Analyze data-level biases, source conflicts, and journalism distortions in URLs, files, or text.

17.4k|2.3k|Updated Sep 8, 2025
One-click install
npx skills add https://github.com/danielmiessler/LifeOS --skill biascheck
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: BiasCheck
Source: https://github.com/danielmiessler/LifeOS/tree/main/LifeOS/install/skills/BiasCheck
Command: npx skills add https://github.com/danielmiessler/LifeOS --skill biascheck

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve?

This Skill automates the identification and analysis of biases in research and journalism, providing a structured report on the reliability and fairness of sources.

Core Features & Use Cases

  • Bias Analysis: Three-layer bias audit on any URL, file, or text.
  • Data-Level Bias: Identifies biases within the data itself.
  • Source Conflict: Audits conflicts of interest in the source organization.
  • Journalism Distortion: Detects distortions added by journalism or commentary.
  • Use Case: Analyze a study or article to determine if the data supports the conclusions drawn and if there are any biases in the reporting.

Quick Start

Use the BiasCheck skill to analyze the bias in the article at this URL: [article_url].

Frequently Asked Questions about BiasCheck

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

FAQPage Schema
How do I analyze bias in a news article or research source?

You can analyze bias in a news article by processing its URL, file path, or raw text through an automated three-layer audit. This evaluates data-level biases, source conflicts of interest, and journalism-added distortions to produce a structured reliability report.

What is source evaluation and how does it detect conflicts of interest?

Source evaluation detects conflicts of interest by auditing the originating organization for underlying biases. It isolates these organizational conflicts from data-level flaws and journalism distortions to assess overall reliability.

Can I check data reliability and journalism distortion using a URL?

Yes, you can check data reliability and journalism distortion by inputting a URL directly. The analysis processes the web content to identify structural data biases and reporting distortions added by journalists.

Does this bias analysis tool work with raw text inputs?

Yes, this bias analysis tool works with raw text inputs alongside file paths and URLs. It applies a predefined bias taxonomy to the provided text to output a structured report on research integrity.

What is the best way to audit research integrity in a study?

The best way to audit research integrity in a study is to apply a structured bias taxonomy. This approach identifies whether the underlying data supports the drawn conclusions and flags any reporting biases.