triangulate

Cross-check claims against three or more independent sources and produce a structured verdict.

17|1|Updated Feb 21, 2026
One-click install
npx skills add https://github.com/vasilievyakov/miracle-infrastructure --skill triangulate
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: triangulate
Source: https://github.com/vasilievyakov/miracle-infrastructure/tree/main/skills/triangulate
Command: npx skills add https://github.com/vasilievyakov/miracle-infrastructure --skill triangulate

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Verifies information by cross-checking claims against 3+ independent sources, delivering transparent confidence and identifying bias.

Core Features & Use Cases

  • Classifies the claim type (FACT/OPINION/PREDICTION) to tailor verification strategies.
  • Searches 3+ independent sources in parallel and scores each source by type, independence, and recency.
  • Produces a structured verdict with confidence metrics and warnings about bias, echo, or outdated information.
  • Use Cases: fact-checking articles, due-diligence for research, evaluating predictions with evidence.

Quick Start

Provide the claim text to triangulate and review the verdict, sources, and confidence breakdown.

Frequently Asked Questions about triangulate

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

FAQPage Schema
How do I verify a claim across multiple sources?▼

Fact-checking a claim involves classifying it as a FACT, OPINION, or PREDICTION to tailor the verification strategy. The system then searches 3+ independent sources in parallel, scores each by recency and independence, and generates a confidence score with bias warnings.

How do I assess bias and confidence when evaluating evidence?▼

Assessing bias and confidence involves scoring multiple independent sources by their type, recency, and independence from each other. The evaluation produces a calculated confidence score and flags potential echo chambers, bias, or outdated information within the evidence.

What is the best way to corroborate information for due diligence?▼

The best way to corroborate information for due diligence is triangulating the claim across 3+ independent sources. This delivers a structured verdict that classifies the claim type, evaluates source independence, and provides transparent confidence metrics and bias warnings.

Can I use source triangulation for evaluating predictions?▼

Yes, you can use source triangulation for evaluating predictions by classifying the claim as a PREDICTION to tailor the verification strategy. It searches 3+ independent sources in parallel to gather up-to-date evidence and scores the confidence of the outcome.

When do I need to cross-check claims with independent sources?▼

You need to cross-check claims with independent sources during journalism, research, or due-diligence scenarios where a claim requires corroboration. It is necessary when validating facts, assessing potential bias, and ensuring the evidence is up-to-date before reaching a final verdict.