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web-search-verifier

Cross-verify macroeconomic data using three independent sources with original_text quotes.

33|10|Updated Jan 6, 2026
Search Tags:#data-quality#source-verification#macroeconomics#hallucination-prevention#cross-verification#three-sources
One-click install
npx skills add https://github.com/orientpine/honeypot --skill web-search-verifier
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: web-search-verifier
Source: https://github.com/orientpine/honeypot/tree/main/plugins/investments-portfolio/skills/web-search-verifier
Command: npx skills add https://github.com/orientpine/honeypot --skill web-search-verifier

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This skill guides agents to perform cross-source verification of macroeconomic data, preventing hallucinations by requiring data to be sourced from at least three independent outlets.

Core Features & Use Cases

  • Enforce 3+ independent sources for numerical data (indices, rates, FX, etc.) with source metadata.
  • Produce a unified verification object that includes original_text, sources, and a verification flag.
  • Use Case: Validate a macro indicator like the S&P 500 by gathering figures from three sources and presenting a single verified value with quotes.

Quick Start

Run three-source web searches for the requested metric and generate a verified report with original quotes.

Frequently Asked Questions about web-search-verifier

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

FAQPage Schema
How do I cross-verify macroeconomic data to prevent AI hallucinations?▼

To prevent hallucinations in macroeconomic data, cross-verify each numerical indicator by querying at least three independent sources, extracting original text quotes, and outputting a structured verification payload with source URLs and dates.

What is the best way to validate macroeconomic indices and FX rates from multiple sources?▼

The best way to validate macroeconomic indices and FX rates is enforcing a three-source cross-verification process that queries independent outlets in parallel, compares the extracted original text figures, and produces a unified verification object.

Can I use web search to verify macro data without specifying preferred sources?▼

Yes, you can verify macro data without specifying preferred sources, but you must still mandate direct web search queries and gather figures from three independent outlets to generate a verified report with original quotes.

How do I generate a structured verification payload for cross-checked macroeconomic indicators?▼

You generate a structured verification payload for cross-checked macroeconomic indicators by running parallel web searches for the data point and time frame, extracting original text quotes from three independent sources, and flagging the unified verified value.

Does cross-source verification work for all types of macroeconomic indicators?▼

Cross-source verification works for macroeconomic indicators including indices, rates, and FX values by applying the three independent source requirement and extracting original text quotes to output a unified verification object.

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