---
name: "AgentLabs LLM Builder"
description: "Turn a PRD, MoM, PDF, Word doc, plain text, or structured YAML/JSON into a JSON file ready to import into Qiscus AgentLabs."
type: skill
roles: ["Engineering", "Product", "Customer Success"]
activities: ["Bot Building", "Prototyping"]
tags: ["AgentLabs", "Bot Builder", "PRD", "JSON", "Chatbot"]
owner: "Saad"
compatibility: "Claude (shared skill)"
---

# AgentLabs LLM Builder

> Turn a PRD, MoM, PDF, Word doc, plain text, or structured YAML/JSON into a JSON file ready to import into Qiscus AgentLabs.

## Overview

AgentLabs LLM Builder turns requirement documents — a PRD, MoM, PDF, Word doc, pasted text, or structured YAML/JSON — into a JSON file you can import straight into Qiscus AgentLabs. The skill scaffolds the three main bot components:

- **Persona** — the bot's character and tone of voice
- **HTTP tools** — the API integrations the bot uses
- **Knowledge base** — the bot's knowledge source configuration

With this skill, going from "PRD is done" to "draft bot ready to test in AgentLabs" drops from days to minutes.

## Install Steps

1. Install the **AgentLabs LLM Builder** shared skill from the Qiscus team skill library in Claude
2. Attach or paste your PRD/source material
3. Ask Claude to generate the AgentLabs JSON
4. Import the resulting JSON file into AgentLabs

## Example Prompts

```
Here's the PRD for a customer service chatbot for client [Name]: [attach PRD].
Generate the full AgentLabs JSON with persona, HTTP tools, and KB config.
```

```
From this discovery-call MoM, create a draft AgentLabs JSON.
Mark anything unclear as a TODO.
```

## Related Tools

- [agentlabs-blueprint](/tools/agentlabs-blueprint/) — for designing a bot blueprint offline from an idea or requirement