Bring Graphql Api
to LangChain
Create your Vinkius account to connect Saleor to LangChain and start using all 10 AI tools in minutes. Fully managed, enterprise secure, and ready to use without writing a single line of code. No hosting, no server setup — just connect and start using.
Compatible with every major AI agent and IDE
What is the Saleor MCP Server?
Empower your conversational AI with deep access to Saleor, the highly scalable, headless GraphQL-first e-commerce engine designed around high performance experiences. Connect your environment to actively manage your daily retail store operations, inspect products, or troubleshoot customer inquiries natively from chat.
What you can do
- Inventory & Catalogs — Quickly inspect your store's entire directory (
list_products). Retrieve detailed specifics such as available variants, pricing, and precise stock configurations per individual product ID (get_product). - Category Orchestration — Browse how your catalog is organized internally by fetching collections (
list_collections) and sub-categories (list_categories) without toggling through web dashboards. - Order Fulfillment Auditing — Easily review a list of the latest purchases happening on your platform (
list_orders) and quickly grab comprehensive snapshots of individual receipts, line items, or billing addresses (get_order). - Customer Assistance — Query your database to find registered profiles globally (
list_customers) or drill down into specific shopper's order details and status natively (get_customer). - Architecture Inspection — Inspect high-level configuration such as default currencies and active regions by utilizing
list_channelsor retrieving global details viaget_shop_info.
How it works
- Authorize the Saleor mapping tools within your workspace integrations.
- Access your main Saleor backend dashboard.
- Generate a dedicated internal App Token containing adequate reading/managing authorizations.
- Enter the Saleor Cloud GraphQL API Endpoint and the generated access token simultaneously into the connection securely.
- Ask the AI: "Find out order specifics and shipping details for order number '334'."
Built-in capabilities (10)
Retrieves profile information and order history for a specific customer
Retrieves details for a specific order
Retrieves details for a specific product by ID
Retrieves global shop configuration
Lists all product categories
Lists all configured sales channels
Lists all product collections
Lists all customers/users registered in the shop
Lists recent customer orders
Lists all products in the Saleor store
Why LangChain?
LangChain's ecosystem of 500+ components combines seamlessly with Saleor through native MCP adapters. Connect 10 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.
- —
The largest ecosystem of integrations, chains, and agents. combine Saleor 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
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Memory and conversation persistence let agents maintain context across Saleor queries for multi-turn workflows
Saleor in LangChain
Why run Saleor with Vinkius?
The Saleor connection runs on our fully managed, secure cloud infrastructure. We handle the hosting, maintenance, and security so you don't have to deal with servers or code. All 10 tools are ready to work instantly without any complex setup.
You stay in complete control of your data. Your AI only accesses the information you approve, keeping your sensitive passwords and private details completely safe. Plus, with automatic optimizations, your AI works faster and more efficiently.

* Every connection is hosted and maintained by Vinkius. We handle the security, updates, and infrastructure so you don't have to write code or manage servers. See our infrastructure
Over 4,000 integrations ready for AI agents
Explore a vast library of pre-built integrations, optimized and ready to deploy.
Connect securely in under 30 seconds
Generate tokens to authenticate and link external services in a single step.
Complete visibility into every agent action
Audit live requests, latency, success rates, and active security compliance policies.
Optimize spending and track token ROI
Analyze real-time token consumption and cost metrics detailed by connection.




Explore our live AI Agents Analytics dashboard to see it all working
This dashboard is included when you connect Saleor using Vinkius. You will never be left in the dark about what your AI agents are doing with your tools.
Saleor and 4,000+ other AI tools. No hosting, no code, ready to use.
Professionals who connect Saleor to LangChain through Vinkius don't need to write code, manage servers, or worry about security. Everything is pre-configured, secure, and runs automatically in the background.
Raw MCP | Vinkius | |
|---|---|---|
| Ready-to-use MCPs | Find and configure each manually | 4,000+ MCPs ready to use |
| Connection Setup | Manual coding & server setup | 1-click instant connection |
| Server Hosting | You host it yourself (needs 24/7 uptime) | 100% hosted & managed by Vinkius |
| Security & Privacy | Stored in plaintext config files | Bank-grade encrypted vault |
| Activity Visibility | Blind execution (no logs or tracking) | Live dashboard with real-time logs |
| Cost Control | Runaway AI token spend risk | Automatic budget limits |
| Revoking Access | Must delete files or code to stop | 1-click disconnect button |
How Vinkius secures
Saleor for LangChain
Every request between LangChain and Saleor is protected by our secure gateway. We automatically keep your sensitive data private, prevent unauthorized access, and let you disconnect instantly at any time.
Frequently asked questions
Can the AI forcefully complete, modify, or delete existing customer orders in my Saleor shop?
No. The integration focuses securely on read-only queries. It fetches critical information such as stock numbers, recent sales, and product characteristics without actively overwriting, resolving, or destroying records to protect e-commerce transactional integrity.
Does it require a specific Saleor Cloud paid plan to use this integration?
A specific plan is not heavily mandated by the tool itself as long as your environment successfully exposes the standard backend GraphQL endpoint and permits the creation of standard administrative App Tokens within your environment policies.
Why do some commands ask for a 'GraphQL ID' specifically?
Saleor’s core architecture uses unique Base64-encoded strings (like 'UHJvZHVjdDoxMjM=') as identifiers natively, rather than typical numeric database IDs. Always use the list_orders or list_products tools first to discover these exact encoded IDs natively, then seamlessly pass them to the exact fetching tools to pull their full snapshots.
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.
Can I trace MCP tool calls in LangSmith?
Yes. All MCP tool invocations appear as traced steps in LangSmith, showing input parameters, response payloads, latency, and token usage.
MultiServerMCPClient not found
Install: pip install langchain-mcp-adapters
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