A sophisticated analysis tool designed to extract core arguments, identify primary contradictions, and map information source bias across multiple conflicting data streams.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install contradiction-analyzer
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install contradiction-analyzer using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is Contradiction Analyzer?
The Contradiction Analyzer is a specialized framework for Openclaw Skills that transforms how AI agents process fragmented or conflicting information. Instead of merely aggregating facts, this skill actively interrogates sources to uncover the underlying tension points and ideological biases that shape public or academic discourse.
By implementing a structured hierarchy of analysis, the skill ensures that primary contradictions are distinguished from secondary issues, providing a clear roadmap of the most decisive factors at play. It serves as a critical thinking layer for autonomous agents, enabling them to flag emotionally charged content and weight information based on logical consistency and source authority.
Contradiction Analyzer Use Cases
- Policy Analysis: Deconstructing stakeholder positions and conflicting interests in legislative or social policy debates.
- Market Research: Reconciling contradictory market predictions and financial recommendations from diverse analyst groups.
- Academic Research: Systematically identifying active debates, theoretical gaps, and core controversies within specific research fields.
- News Analysis: Comparative mapping of media perspectives and geopolitical stances on global current events.
- Technology Assessment: Evaluating the dual-edged impact of emerging tech by weighing productivity gains against ethical or societal risks.
How Contradiction Analyzer Works
- Information Extraction: The agent scans multiple sources, focusing on extracting claims and opposition points rather than just static facts.
- Hierarchy Classification: Extracted conflicts are categorized into Primary Contradictions (the most decisive issues) and Secondary Contradictions (derived or influenced issues).
- Stance Mapping: Source backgrounds, including author affiliation and media tone, are analyzed to determine ideological leanings.
- Information Weighting: Data is weighted based on logical support and authority while flagging extreme or lack-of-evidence content.
- Briefing Generation: A structured report is compiled, mapping the contradiction landscape and providing a preliminary trend judgment.
Contradiction Analyzer Setup
To integrate this skill into your workflow, ensure your Openclaw Skills environment is active and use the following configuration:
# Install the contradiction-analyzer skill
openclaw install contradiction-analyzer
# Verify the installation and metadata
openclaw skills list --detail contradiction-analyzer
Configure the skill triggers in your config.yaml to activate on keywords such as "debate," "controversy," or "pros and cons."
Contradiction Analyzer Data Schema & Taxonomy
The Contradiction Analyzer organizes data into a structured hierarchy to facilitate downstream dialectical processing:
| Component | Description | Metadata Captured |
|---|---|---|
| Contradiction Map | List of core conflicts | Impact, Urgency, Correlation |
| Stance Map | Source categorization | Media type, Bias level, Stance (Pro/Con/Neutral) |
| Viewpoint Audit | Identification of outliers | Emotional intensity, Logical gaps, Evidence score |
| Trend Report | Synthesis of current state | Discussion focus, Missing perspectives |
Contradiction Analyzer Advanced Features
- Dialectical Synthesis: Seamlessly passes identified contradictions to the Dialectics Skill for high-level synthesis and resolution.
- Bias Detection Engine: Analyzes author affiliation and tone to automatically weight the credibility of search results.
- Targeted Secondary Search: Automatically triggers focused queries based on the identified primary contradiction to fill information gaps.
- Devil's Advocate Integration: Uses identified contradictions to fuel antithesis construction for robust stress-testing of arguments.
SKILL.md
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