---
name: app-api-cli-builder
description: Maps the hidden requests behind a web app's buttons and wraps them in a safe command-line tool to automate tasks.
---

# CLI Builder for Any Web App

## 1. What it does

- Clicks through a web app with developer tools open to discover the real requests behind its buttons, and wraps them in a safe command-line tool (or an MCP server) your AI agent can run afterward. All writes run as dry runs until you say go.

## 2. When to use it

- When an app you use daily has no public API but does have a web dashboard.
- When you want to automate repetitive click-based tasks in an internal tool.
- When you need your AI agent to operate an app without exposing credentials in chat.

## 3. Step by step

- Tell it which web app and which actions you want automated.
- The agent clicks through the app with developer tools open.
- The real requests behind each relevant button are mapped.
- The command-line tool (or MCP) wrapping them is built.
- Every write runs first as a dry run for your review.
- You only trigger real execution once you explicitly confirm.

## 4. Safety rules

- Safety rules: everything ships as a draft first; nothing is sent, published, or paid for without your explicit approval; no data, numbers, or results are ever invented; no credentials or secrets are typed into chat.

## 5. Best practices

- Always review the full draft before approving any send, publish, or payment.
- If real information (data, numbers, results) is missing, ask for it to be flagged as pending instead of invented.
- Keep credentials and keys out of chat; set them in environment variables or your secrets manager.

## 6. GoHighLevel integration

- Where relevant, results can be saved as contacts, tags, tasks, or notes inside your GoHighLevel sub-account.
- No automation inside GHL (workflow, campaign, trigger) activates without your review first.