verify-claims

Attach confidence estimates to claims and enforce gates on assumptions.

5|1|Updated Mar 30, 2026
One-click install
npx skills add https://github.com/jstoup111/ai-conductor --skill verify-claims-jstoup111
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: verify-claims
Source: https://github.com/jstoup111/ai-conductor/tree/main/skills/verify-claims
Command: npx skills add https://github.com/jstoup111/ai-conductor --skill verify-claims-jstoup111

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) components.

What problem does it solve?

This Skill helps in maintaining the accuracy and reliability of specifications, plans, and architectural decisions by attaching grounded confidence estimates to claims and enforcing gates on assumptions.

Core Features & Use Cases

  • Confidence-Estimated Claims: Attach confidence estimates to non-trivial statements, ensuring a clear understanding of certainty.
  • Assumption Gates: Surface and gate assumptions, preventing work from proceeding on unconfirmed assumptions.
  • Verification Ledger: Record a detailed ledger of claims and assumptions for traceability and auditability.
  • Verdicts: Provide a clear verdict on whether to proceed or block work based on the status of assumptions and confidence levels.

Quick Start

Run the verify-claims skill on the new feature proposal to ensure all claims have confidence estimates and assumptions are properly gate-checked.

Frequently Asked Questions about verify-claims

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

FAQPage Schema
How do I verify claims and manage assumptions during code review and architectural planning?

Verify claims and manage assumptions by attaching confidence estimates to non-trivial statements and enforcing assumption gates. This process requires explicit operator approval for assumptions that could impact requirements or design.

What is assumption management and how does it prevent unconfirmed assumptions from blocking development?

Assumption management surfaces and gates assumptions, preventing work from proceeding on unconfirmed assumptions. It enforces explicit operator approval for assumptions that could impact requirements or design decisions.

How do I attach confidence estimates to specifications to ensure architectural decision accuracy?

Attach confidence estimates to specifications by evaluating non-trivial statements and recording them in a verification ledger. This ensures a clear understanding of certainty and provides traceability for architectural decisions.

Can I use claim verification for product development and plan creation processes?

Yes, you can apply claim verification to product development and plan creation processes. It verifies the correctness of specifications and architectural decisions by providing clear verdicts on whether to proceed or block work.

What is the best way to track verified claims and assumptions for auditability?

Track verified claims and assumptions by recording a detailed verification ledger. This ledger provides traceability and auditability for confidence-estimated claims and gate-checked assumptions throughout the review process.