# Run RAG chatbot workflows with Verba

> Ingest a bounded document set into Verba, configure retrieval and model providers, then review grounded chatbot answers before handing context to an agent workflow.

- Skill: `agentskillexchange/run-rag-chatbot-workflows-with-verba` (Agent Skill)
- Install (CLI): `npx skillmds@latest add agentskillexchange/run-rag-chatbot-workflows-with-verba`
- Raw SKILL.md: https://api.skillmd.com/api/skills/agentskillexchange/run-rag-chatbot-workflows-with-verba/raw
- Safety review: pending (external: skill-scanner PASS, skillspector PASS)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: AI & ML
- Author: agentskillexchange (https://skillmd.com/u/agentskillexchange)
- Updated: 2026-09-08
- Page: https://skillmd.com/skills/agentskillexchange/run-rag-chatbot-workflows-with-verba

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# Run RAG chatbot workflows with Verba

Ingest a bounded document set into Verba, configure retrieval and model providers, then review grounded chatbot answers before handing context to an agent workflow.

## Prerequisites

Verba, Python 3.10 through 3.12 or Docker, Weaviate embedded/cloud/Docker deployment, configured model and embedding provider keys as needed.

## Installation

Use the upstream install or setup path that matches your environment:
- pip install goldenverba

Requirements and caveats from upstream:
- [Quickstart: Deploy with Docker](#how-to-install-verba-with-docker)
- | Docker Support | ✅ | Verba is deployable via Docker |

Basic usage or getting-started notes:
- [![PyPi downloads](https://static.pepy.tech/personalized-badge/goldenverba?period=total&units=international_system&left_color=grey&right_color=orange&left_text=pip%20downloads)](https://pypi.org/project/goldenverba/)...
- [✨ Getting Started with Verba](#getting-started-with-verba)

- Source: https://github.com/weaviate/Verba
- Extracted from upstream docs: https://raw.githubusercontent.com/weaviate/Verba/HEAD/README.md

## Documentation

- https://github.com/weaviate/Verba

## Source

- [Agent Skill Exchange](https://agentskillexchange.com/skills/run-rag-chatbot-workflows-with-verba/)