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robwestz
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source-grounding

Search the web, verify source URLs, and inject structured context into generation prompts.

Updated Apr 9, 2026
Search Tags:#citations#hallucination prevention#content verification#search API#source grounding
One-click install
npx skills add https://github.com/robwestz/memoryporter --skill source-grounding
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: source-grounding
Source: https://github.com/robwestz/memoryporter/tree/main/knowledge/meta-skills/source-grounding
Command: npx skills add https://github.com/robwestz/memoryporter --skill source-grounding

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires brave-search-api, serper-api, web-fetch, web-search, and includes scripts (resource) and references (resource) and assets (resource) components.

What problem does it solve?

This Skill automates the process of sourcing real, verifiable web content to eliminate hallucinations in text generation.

Core Features & Use Cases

  • Real-time Web Search: Fetches web content based on a given topic from configured search APIs.
  • Content Verification: Ensures that each source URL resolves and contains relevant content.
  • Structured Context Injection: Packages and injects verified sources into the generation prompt to prevent hallucinations.

Quick Start

Invoke the 'source-grounding' skill with a topic to fetch real web sources for inclusion in your generation.

Frequently Asked Questions about source-grounding

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

FAQPage Schema
How do I prevent hallucinated citations in AI text generation?▼

To prevent hallucinated citations in text generation, you can use source grounding to fetch real, verifiable web content and inject structured source context directly into the generation prompt.

What is source grounding for content verification?▼

Source grounding for content verification is the process of searching the web via APIs, resolving source URLs, and ensuring they contain relevant content to eliminate fabricated references.

How do I fetch real web sources for inclusion in a generation pipeline?▼

You can fetch real web sources for generation pipelines by invoking the skill with a topic to retrieve real-time web search results or by passing pre-fetched sources to verify.

Do I need a search API to verify source URLs?▼

Yes, you need access to search APIs like brave-search-api or serper-api, along with a verified environment that has web-fetch capability, to perform real-time web search and content verification.

Can I use pre-fetched sources instead of real-time web search?▼

Yes, the skill handles both real-time web search and pre-fetched sources, allowing you to verify existing URLs and package them into structured context for your generation pipeline.

What are the limitations of using search APIs for source grounding?▼

The primary limitation is the dependency on external search APIs and web-fetch capability; if these services are unavailable or unverified, the tool cannot ensure accurate sourcing or prevent hallucinations.

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