How do I find my Afosto API credentials?

Log in to the Afosto Admin App, navigate to **Company** > **API Settings**. You can create a new integration there to generate your Client ID and Client Secret.

Can I check stock levels across multiple warehouses?

Yes! Use the `list_inventory` tool. It provides real-time stock data aggregated by location, helping you manage omnichannel fulfillment.

Does this support multi-channel orders?

Absolutely. The `list_orders` tool retrieves orders from all connected sales channels, including B2B, B2C, and integrated marketplaces.

Afosto MCP Server for LangChain 4 tools — connect in under 2 minutes

Name: Afosto
Availability: InStock
Author: Vinkius

python.langchain.com/docs/integrations/tools/mcp

Built by Vinkius GDPR 4 Tools Framework

LangChain is the leading Python framework for composable LLM applications. Connect Afosto through Vinkius and LangChain agents can call every tool natively. combine them with retrievers, memory, and output parsers for sophisticated AI pipelines.

Get MCP Server for AI Agents

ASK AI ABOUT THIS MCP SERVER

Open in ChatGPT Open in Claude Open in Perplexity

Vinkius supports streamable HTTP and SSE.

python

import asyncio
from langchain_mcp_adapters.client import MultiServerMCPClient
from langchain_openai import ChatOpenAI
from langgraph.prebuilt import create_react_agent

async def main():
    # Your Vinkius token. get it at cloud.vinkius.com
    async with MultiServerMCPClient({
        "afosto": {
            "transport": "streamable_http",
            "url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp",
        }
    }) as client:
        tools = client.get_tools()
        agent = create_react_agent(
            ChatOpenAI(model="gpt-4o"),
            tools,
        )
        response = await agent.ainvoke({
            "messages": [{
                "role": "user",
                "content": "Using Afosto, show me what tools are available.",
            }]
        })
        print(response["messages"][-1].content)

asyncio.run(main())

Fully ManagedVinkius Servers

60%Token savings

High SecurityEnterprise-grade

IAMAccess control

EU AI ActCompliant

DLPData protection

V8 IsolateSandboxed

Ed25519Audit chain

<40msKill switch

Stream every event to Splunk, Datadog, or your own webhook in real-time

* Every MCP server runs on Vinkius-managed infrastructure inside AWS - a purpose-built runtime with per-request V8 isolates, Ed25519 signed audit chains, and sub-40ms cold starts optimized for native MCP execution. See our infrastructure

About Afosto MCP Server

Connect your Afosto Retail Engine account to your AI agent to unlock enterprise-grade e-commerce orchestration. From managing multi-channel orders to monitoring real-time inventory across warehouses and auditing product catalogs, your agent handles your retail stack through natural conversation.

LangChain's ecosystem of 500+ components combines seamlessly with Afosto through native MCP adapters. Connect 4 tools via Vinkius and use ReAct agents, Plan-and-Execute strategies, or custom agent architectures. with LangSmith tracing giving full visibility into every tool call, latency, and token cost.

What you can do

Order Orchestration — List and audit multi-channel orders, check fulfillment statuses, and retrieve technical metadata
Inventory Management (WMS) — Monitor real-time stock levels across multiple locations and identify replenishment needs
Product Catalog Oversight — List products, variants, and pricing to ensure your storefront is always synchronized
Customer Intelligence — Retrieve centralized customer profiles and interaction history to support sales and support
Retail Insights — Quickly identify sales trends or inventory bottlenecks directly from your chat interface

The Afosto MCP Server exposes 4 tools through the Vinkius. Connect it to LangChain in under two minutes — no API keys to rotate, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.

How to Connect Afosto to LangChain via MCP

Follow these steps to integrate the Afosto MCP Server with LangChain.

Install dependencies

Run pip install langchain langchain-mcp-adapters langgraph langchain-openai

Replace the token

Replace [YOUR_TOKEN_HERE] with your Vinkius token

Run the agent

Save the code and run python agent.py

Explore tools

The agent discovers 4 tools from Afosto via MCP

Why Use LangChain with the Afosto MCP Server

LangChain provides unique advantages when paired with Afosto through the Model Context Protocol.

The largest ecosystem of integrations, chains, and agents. combine Afosto MCP tools with 500+ LangChain components

Agent architecture supports ReAct, Plan-and-Execute, and custom strategies with full MCP tool access at every step

LangSmith tracing gives you complete visibility into tool calls, latencies, and token usage for production debugging

Memory and conversation persistence let agents maintain context across Afosto queries for multi-turn workflows

Afosto + LangChain Use Cases

Practical scenarios where LangChain combined with the Afosto MCP Server delivers measurable value.

RAG with live data: combine Afosto tool results with vector store retrievals for answers grounded in both real-time and historical data

Autonomous research agents: LangChain agents query Afosto, synthesize findings, and generate comprehensive research reports

Multi-tool orchestration: chain Afosto tools with web scrapers, databases, and calculators in a single agent run

Production monitoring: use LangSmith to trace every Afosto tool call, measure latency, and optimize your agent's performance

Afosto MCP Tools for LangChain (4)

These 4 tools become available when you connect Afosto to LangChain via MCP:

list_customers

Retrieve centralized customer profile data and their historic eCommerce behavior

list_inventory

Retrieve real-time inventory and stock levels aggregated by warehouse distribution

list_orders

Retrieve recent multi-channel eCommerce orders aggregated by Afosto

list_products

Retrieve the complete product catalog, highlighting active variants and their pricing

Example Prompts for Afosto in LangChain

Ready-to-use prompts you can give your LangChain agent to start working with Afosto immediately.

"List all pending orders from the last 24 hours."

"What is the current stock level for 'Wireless Headphones' in all warehouses?"

"Search for a customer profile with email 'john.doe@example.com'."

Troubleshooting Afosto MCP Server with LangChain

Common issues when connecting Afosto to LangChain through the Vinkius, and how to resolve them.

MultiServerMCPClient not found

Install: pip install langchain-mcp-adapters

Afosto + LangChain FAQ

Common questions about integrating Afosto MCP Server with LangChain.

How does LangChain connect to MCP servers?

Use langchain-mcp-adapters to create an MCP client. LangChain discovers all tools and wraps them as native LangChain tools compatible with any agent type.

Which LangChain agent types work with MCP?

All agent types including ReAct, OpenAI Functions, and custom agents work with MCP tools. The tools appear as standard LangChain tools after the adapter wraps them.