claim

Create and analyze structured claim cards with evidence and confidence assessments.

39|4|Updated Feb 3, 2026

Search Tags:#governance #multi-agent systems #risk assessment #systemic risk #research management

Ready to run

npx skills add https://github.com/swarm-ai-research/swarm --skill claim-swarm-ai-research

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: claim
Source: https://github.com/swarm-ai-research/swarm/tree/main/.skills/claim
Command: npx skills add https://github.com/swarm-ai-research/swarm --skill claim-swarm-ai-research

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve?

The Skill simplifies the process of creating and updating claim cards in the SWARM Research OS, providing a structured way to document and analyze claims and their associated risks.

Core Features & Use Cases

Claim Creation & Updating: Guide through collecting evidence, assessing confidence, and documenting boundary conditions.
Risk Analysis: Generate health dashboards for at-a-glance claim status, confidence levels, and evidence summaries.
Use Case: Design governance policies or safety audits by creating a claim for a proposed regulation, collecting supporting and weakening evidence, and assessing its confidence and boundaries.

Quick Start

Run the claim skill to create a new claim card with the proposition "transaction tax above 5% reduces welfare".

Frequently Asked Questions about claim

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

FAQPage Schema

How do I document systemic risk in multi-agent systems?▼

Assess confidence by evaluating collected evidence against documented boundary conditions within a structured claim card. The framework guides evidence collection and confidence assessment to quantify the reliability of your systemic risk propositions.

What is the best way to structure governance policy claims for safety audits?▼

Create a claim card by defining a proposition, collecting supporting and weakening evidence, and documenting boundary conditions. The framework then assesses confidence and generates a health dashboard summarizing the claim status for your research workflow.

Can I use this framework to analyze emergent failures in multi-agent systems?▼

Yes, you can use this framework to analyze emergent failures in multi-agent systems. It provides structured claim creation focusing on systemic risk assessment, offering tools for evidence collection and boundary condition documentation specific to multi-agent governance workflows.

Does this risk assessment framework support research management workflows?▼

Yes, the framework supports research management workflows by integrating structured claim creation and analysis. It applies directly to governance workflows involving systemic risk assessment, offering evidence collection and confidence tracking for policy making.

Are there limitations to using claim cards for policy making?▼

A limitation of using claim cards for policy making is that they depend on manually collecting supporting and weakening evidence to assess confidence. The framework focuses on structured documentation and does not autonomously validate the boundary conditions you define.