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grounded-query

Cross-check factual claims against source documents and output an evidence-status table.

2|Updated Jan 11, 2026
Search Tags:#verification#evidence#transcripts#source-documents#grounded-query#evidence-table#hallucination-prevention
One-click install
npx skills add https://github.com/my-entourage/entourage-plugin --skill grounded-query
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: grounded-query
Source: https://github.com/my-entourage/entourage-plugin/tree/main/skills/grounded-query
Command: npx skills add https://github.com/my-entourage/entourage-plugin --skill grounded-query

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Verifies factual claims in responses against source documents to prevent hallucination and unverified assertions.

Core Features & Use Cases

  • Evidence extraction and claim verification against transcripts and data files.
  • Generates an evidence-status table with SUPPORTED, PARTIAL, and NOT FOUND classifications for each claim.
  • Useful for answering questions about decisions, timelines, and project status where source support is required.

Quick Start

Ask a factual question and have the skill verify its claims against your transcripts and documents.

Frequently Asked Questions about grounded-query

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

FAQPage Schema
How do I verify factual claims against source documents to prevent hallucination?▼

To verify factual claims and prevent hallucination, cross-check user responses against source documents like transcripts. The skill outputs an evidence-status table classifying each claim as SUPPORTED, PARTIAL, or NOT FOUND.

Can I check meeting decisions and timelines against existing transcripts?▼

Yes, you can check meeting decisions and timelines against existing transcripts. The skill extracts evidence from source files to validate project status statements and specific deliverables mentioned in your documents.

What is the best way to cross-reference project status statements with source files?▼

The best way to cross-reference project status statements is to apply fact verification against source files. It matches your queries with transcript data to generate a comprehensive evidence-status table for every claim.

Do I need specific file formats to extract evidence and verify claims?▼

You need source documents such as transcripts or data files to extract evidence and verify claims. The skill requires these text-based sources to validate factual statements and output the evidence-status table.

What does the PARTIAL status mean when validating evidence from transcripts?▼

The PARTIAL status means a factual claim is only partially supported by the provided transcripts. It indicates that some elements of the statement are verified by source documents, but others lack evidence.

How do I generate an evidence table for unverified assertions in my documents?▼

To generate an evidence table for unverified assertions, input your factual questions alongside source documents. The skill cross-checks the claims and outputs a table marking each assertion as SUPPORTED, PARTIAL, or NOT FOUND.

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