---
title: "RAG Implementation - Air Market"
description: "You want an AI assistant to answer using your own material rather than whatever it happens to know. This builds the retrieval part: storing your documents so the right pieces can be found and handed…"
canonical: "https://airmarket.ai/app/rag-implementation"
---

[Air Market](/) / [Data & Analytics](/category/data) / RAG Implementation

Skill by [Seth Hobson](/@wshobson)

# RAG Implementation

Let a model answer from your documents, not just its training

## What this does

You want an AI assistant to answer using your own material rather than whatever it happens to know. This builds the retrieval part: storing your documents so the right pieces can be found and handed to the model. Reach for it when answers need to come from a specific body of knowledge.

### Top 3 things it does for you

- Build question answering over your own documents
- Wire a model up to an outside knowledge base
- Set up search that matches meaning, not keywords

## Information

**RAG Implementation at a glance**

|  |  |
| --- | --- |
| Kind | Skill |
| Publisher | [Seth Hobson](/@wshobson) |
| Category | [Data & Analytics](/category/data) |
| Works with | Agent Skills - an open standard supported by 40+ agents |
| Size | 15 KB |
| Licence | MIT |
| Repository | [wshobson/agents](https://github.com/wshobson/agents/tree/b6af3711058190e4b5c5274b9758498fe626ec5a/plugins/llm-application-dev/skills/rag-implementation) |
| GitHub stars | 39,077 (as of Nov 2026) |
| Installs | 14,490, counted by skills.sh (Nov 2026) |

## Security report

**Verified.** AIR scanned this exact version of RAG Implementation and recorded 0 findings and 2 flagged items. AIR's verdict: **safe**.

**What RAG Implementation's check was run against**

|  |  |
| --- | --- |
| Commit | b6af3711058190e4b5c5274b9758498fe626ec5a |
| Content hash | 7b1a573403c3e295175eda3e4d9137fda329c9b42132d47555a1a1a24c5ab1ae |
| Files read | [Browse the files at this exact commit](https://github.com/wshobson/agents/blob/b6af3711058190e4b5c5274b9758498fe626ec5a/plugins/llm-application-dev/skills/rag-implementation/SKILL.md) |

A scan is named by the exact content it read, not by a version number. A different version is a different artifact, and nothing here applies to a version AIR has not scanned.

[Read the full security report for RAG Implementation](/security/rag-implementation)

## About RAG Implementation

A language model on its own only knows what it was trained on. This skill builds Retrieval-Augmented Generation systems, using vector databases and semantic search to put your own material in front of the model.

Use it when you are implementing knowledge-grounded AI, building document question-and-answer systems, or connecting a language model to an external knowledge base.

## What's inside

- SKILL.md - instructions
- references/details.md - reference

## Questions

### Is RAG Implementation safe to install?

AIR scanned this exact version of RAG Implementation and recorded 0 findings and 2 flagged items. AIR's verdict: safe. The verdict is named by the content that was read, at commit b6af37110581, so it cannot drift onto a version nobody scanned. The full report is at https://airmarket.ai/security/rag-implementation.

### How do I install RAG Implementation?

Open https://airmarket.ai/app/rag-implementation on Air Market and use the install action: Air Market hands Claude a prompt naming this exact skill, and Claude sets it up. Source, pinned to the exact commit this listing describes: https://github.com/wshobson/agents/tree/b6af3711058190e4b5c5274b9758498fe626ec5a/plugins/llm-application-dev/skills/rag-implementation. Install from that link, not the branch.

## Related on Air Market

- [More Data & Analytics listings](/category/data)
- [Everything by Seth Hobson](/@wshobson)

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Canonical URL: <https://airmarket.ai/app/rag-implementation>