---
title: Build with AI Agents
slug: use-cases/build-with-ai-agents
excerpt: >-
  Integrate Pine Labs Online APIs with AI agents, MCP servers, n8n workflows,
  and automation frameworks using developer-first AI tools.
sidebar_order: 5
hidden: false
metadata:
  title: "Build with AI Agents — AI-Powered Payment Workflows | Pine Labs"
  description: >-
    Integrate Pine Labs APIs with AI agents, MCP servers, LLM workflows, n8n automation, and coding assistants. Build conversational commerce, payment automation, and intelligent operational systems.
  keywords: "AI agents, MCP server, AI workflows, LLM integration, n8n automation, conversational commerce, Pine Labs AI tools"
  robots: index
---

Build AI-powered payment workflows, developer assistants, automation systems, and intelligent commerce experiences using Pine Labs Online AI tools, MCP servers, agent frameworks, and low-code automation platforms.

Pine Labs Online provides AI-ready infrastructure that helps developers integrate payments into:
- AI agents
- LLM-powered workflows
- coding assistants
- automation pipelines
- conversational commerce
- internal operational systems

These tools are designed to simplify payment integration, accelerate development, improve API discoverability, and enable AI systems to interact with Pine Labs Online APIs more effectively.

---

## Explore AI & automation tools

<CardGroup cols={2}>
  <Card
    title="MCP Server"
    icon="server"
    href="/ai/mcp-server"
  >
    Connect Pine Labs Online APIs with AI coding assistants and Model Context Protocol-compatible tools.
  </Card>

  <Card
    title="Agent Toolkit"
    icon="bot"
    href="/ai/agent-enablement-toolkit"
  >
    Build AI-powered payment agents using LangChain, OpenAI SDK, and Vercel AI SDK.
  </Card>

  <Card
    title="n8n Integration"
    icon="workflow"
    href="/ai/n8n-node"
  >
    Automate payment operations and workflows using the Pine Labs Online n8n Node.
  </Card>

  <Card
    title="CLI Tools"
    icon="terminal"
    href="/cli"
  >
    Use Pine Labs CLI tools for local development, testing, and integration workflows.
  </Card>
</CardGroup>

---

## Build AI-powered payment agents

Pine Labs Online enables developers to build intelligent payment agents that can understand user intent, automate payment workflows, and interact with APIs using modern AI frameworks.

Using the Agent Toolkit, teams can integrate Pine Labs Online capabilities with:

- LangChain
- OpenAI SDK
- Vercel AI SDK
- MCP-compatible AI agents
- conversational AI frameworks

### Common use cases

- Build AI payment assistants
- Create conversational checkout experiences
- Automate payment orchestration workflows
- Generate payment integration guidance
- Validate checkout implementation steps
- Connect payment APIs with AI frameworks
- Build internal developer support agents

<Card
  title="Explore Agent Toolkit"
  icon="bot"
  href="/ai/agent-enablement-toolkit"
/>

---

## Integrate AI coding assistants using MCP Server

The Pine Labs Online MCP Server helps AI coding assistants and developer tools understand Pine Labs Online APIs using the Model Context Protocol (MCP).

This improves:
- AI-generated integration accuracy
- API context understanding
- checkout implementation guidance
- developer productivity
- code generation workflows

### MCP Server capabilities

- AI-assisted API integration
- Payment API code generation
- Checkout implementation guidance
- OpenAPI-aware AI workflows
- Context-aware developer assistance
- Faster API onboarding

### Supported AI developer tools

- Claude Desktop
- Cursor
- VS Code AI extensions
- OpenAI-compatible agents
- MCP-enabled IDEs
- AI coding assistants

<CardGroup cols={2}>
  <Card
    title="MCP Server Overview"
    icon="server"
    href="/ai/mcp-server"
  >
    Learn how to configure and use the Pine Labs Online MCP Server.
  </Card>

  <Card
    title="MCP Setup Guide"
    icon="zap"
    href="/ai/mcp-server/setup-guide"
  >
    Connect your AI coding assistant and start generating integration workflows.
  </Card>
</CardGroup>

---

## Automate payment workflows using n8n

The Pine Labs Online n8n Node allows teams to build low-code payment automation workflows using n8n.

Connect Pine Labs Online APIs with:
- CRMs
- Slack
- databases
- internal systems
- operational workflows
- AI automation pipelines

### Common automation workflows

- Payment status notifications
- Refund automation
- Subscription event handling
- Reconciliation workflows
- Internal alerting systems
- Operational task automation
- Customer payment workflows

<Card
  title="Explore n8n Integration"
  icon="workflow"
  href="/ai/n8n-node"
/>

---

## AI-ready developer infrastructure

Pine Labs Online provides developer-first infrastructure designed for AI-native and automation-first ecosystems.

### Included capabilities

| Capability | Description |
|---|---|
| MCP Server | AI context-aware API integration |
| OpenAPI Specifications | Structured API discovery for AI tools |
| SDKs | Faster integrations across platforms |
| Webhooks | Real-time event automation |
| CLI Tools | Local testing and workflow execution |
| Agent Toolkit | AI agent development support |
| n8n Node | Low-code workflow automation |

---

## Recommended AI integration journey

```mermaid
flowchart TD

    A[Choose AI Integration Type] --> B{What are you building?}

    B -->|AI Coding Assistant| C[MCP Server]

    B -->|AI Payment Agent| D[Agent Toolkit]

    B -->|Workflow Automation| E[n8n Integration]

    B -->|Developer Tooling| F[CLI Tools]

    C --> G[Integrate Pine Labs APIs]
    D --> G
    E --> G
    F --> G

    G --> H[Test in Sandbox]
    H --> I[Go Live]

    style C fill:#36e6b5
    style D fill:#36e6b5
    style E fill:#36e6b5
    style F fill:#36e6b5
```

---

## Why build AI-powered payment workflows?

AI-powered payment systems help teams:
- accelerate integrations
- reduce manual API implementation effort
- automate operational tasks
- improve developer productivity
- build conversational commerce experiences
- connect payments with AI ecosystems

Pine Labs Online AI tools are designed for:
- developers
- fintech teams
- SaaS platforms
- AI product teams
- internal automation systems
- enterprise payment workflows

---

## Before you begin

### Requirements

- Pine Labs Online merchant account
- Client ID and Client Secret
- Sandbox environment access
- Backend server for API calls
- AI framework or automation platform

### Recommended knowledge

- REST APIs
- Webhooks
- AI workflows
- MCP concepts
- Node.js or Python (recommended)

---