---
title: "Vector Database Expert - Air Market"
description: "Sometimes you want search that finds things that mean the same, not things spelled the same. That is what vector databases do, by storing text as numbers. This helps you set one up and feed the resul…"
canonical: "https://airmarket.ai/app/vector-db"
---

[Air Market](/) / [Data & Analytics](/category/data) / Vector Database Expert

Skill by [RightNow](/@rightnow-ai)

# Vector Database Expert

Make search that finds meaning, not matching words

## What this does

Sometimes you want search that finds things that mean the same, not things spelled the same. That is what vector databases do, by storing text as numbers. This helps you set one up and feed the results to a model. Useful when you are building an assistant that has to answer from your own documents.

### Top 3 things it does for you

- Set up similarity search
- Build a retrieval step for an assistant
- Choose how to index your vectors

## Information

**Vector Database Expert at a glance**

|  |  |
| --- | --- |
| Kind | Skill |
| Publisher | [RightNow](/@rightnow-ai) |
| Category | [Data & Analytics](/category/data) |
| Works with | Agent Skills - an open standard supported by 40+ agents |
| Size | 4 KB |
| Licence | Apache-2.0 |
| Repository | [RightNow-AI/openfang](https://github.com/RightNow-AI/openfang/tree/3cce1eb3fb19ad590a0937e039a8bf8bc09aba13/crates/openfang-skills/bundled/vector-db) |
| GitHub stars | 18,135 (as of Nov 2026) |

## Security report

**Verified.** AIR scanned this exact version of Vector Database Expert and flagged nothing. AIR's verdict: **safe**.

**What Vector Database Expert's check was run against**

|  |  |
| --- | --- |
| Commit | 3cce1eb3fb19ad590a0937e039a8bf8bc09aba13 |
| Content hash | fc09c4266db1c88197207df1a3354e9b5d089437994b9520c93bb8decf48bbed |
| Files read | [Browse the files at this exact commit](https://github.com/RightNow-AI/openfang/blob/3cce1eb3fb19ad590a0937e039a8bf8bc09aba13/crates/openfang-skills/bundled/vector-db/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 Vector Database Expert](/security/vector-db)

## About Vector Database Expert

Vector database expertise covering the pieces you need in order: how embeddings are stored, how similarity search works over them, and which indexing strategy fits.

It also covers RAG patterns - the arrangement where a model answers using material fetched from your own data rather than only what it was trained on.

## What's inside

- SKILL.md - instructions

## Questions

### Is Vector Database Expert safe to install?

AIR scanned this exact version of Vector Database Expert and flagged nothing. AIR's verdict: safe. The verdict is named by the content that was read, at commit 3cce1eb3fb19, so it cannot drift onto a version nobody scanned. The full report is at https://airmarket.ai/security/vector-db.

### How do I install Vector Database Expert?

Open https://airmarket.ai/app/vector-db 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/RightNow-AI/openfang/tree/3cce1eb3fb19ad590a0937e039a8bf8bc09aba13/crates/openfang-skills/bundled/vector-db. Install from that link, not the branch.

## Related on Air Market

- [More Data & Analytics listings](/category/data)
- [Everything by RightNow](/@rightnow-ai)

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Canonical URL: <https://airmarket.ai/app/vector-db>