foundry-iq

Coordinate Azure AI Search and embeddings for citation-backed policy document answers.

Updated Jan 15, 2026
One-click install
npx skills add https://github.com/samelhousseini/microhacks --skill foundry-iq
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: foundry-iq
Source: https://github.com/samelhousseini/microhacks/tree/main/.github/skills/foundry-iq
Command: npx skills add https://github.com/samelhousseini/microhacks --skill foundry-iq

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires azure-search-documents, azure-core, requests, openai, and includes scripts (resource) components.

What problem does it solve?

The Foundry IQ Skill provides enterprise-grade retrieval-augmented reasoning by coordinating knowledge sources, vector search, and agentic retrieval to produce grounded, citation-backed answers.

Core Features & Use Cases

  • Query planning and multi-hop reasoning across documents using Knowledge Agents and Azure AI Search.
  • Citation-backed synthesis that attaches source documents to answers for compliance and auditing.
  • Modular building blocks including index management, document indexing, and agent configuration for rapid integration.

Quick Start

Use the Foundry IQ skill to answer a policy-related question by composing an agent-driven query against your policy-document index and returning a grounded answer with citations.

Frequently Asked Questions about foundry-iq

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

FAQPage Schema
How do I get citation-backed answers from policy documents using RAG?

Use retrieval-augmented generation with agentic retrieval to query policy-document indexes, returning answers with source citations attached for compliance auditing.

What is multi-hop query planning for retrieval-augmented reasoning?

Multi-hop query planning coordinates knowledge agents and Azure AI Search to reason across multiple document chunks, synthesizing context-aware answers from distributed knowledge bases.

How do I set up Azure AI Search for indexing HR policies and compliance guidelines?

Create a search index using Azure AI Search and embeddings, chunk policy documents into indexed segments, and configure a knowledge agent for semantic and agentic retrieval.

Does this RAG approach work with existing Azure OpenAI and Azure Search environments?

Yes, deployment is configurable through environment-driven settings, coordinating Azure AI Search, OpenAI, and Azure Core dependencies to integrate with existing enterprise infrastructure.

Can I use agentic retrieval for compliance document auditing?

Yes, agentic retrieval supports citation tracking that attaches source documents to synthesized answers, satisfying compliance and auditing requirements for HR policies and guidelines.