Bring Data Extraction
to LangChain
Create your Vinkius account to connect Airparser 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.
GDPR Free for SubscribersCompatible with every major AI agent and IDE
Gemini
What is the Airparser MCP Server?
Connect your Airparser account to your AI agent to unlock professional unstructured data extraction and IDP (Intelligent Document Processing). From automatically parsing complex invoices and resumes to auditing extraction schemas and managing automated webhooks, your agent handles your data processing pipeline through natural conversation.
What you can do
- Document Parsing — Upload and parse PDFs, emails (EML/HTML), and images synchronously or asynchronously
- Inbox Management — List and audit your Airparser inboxes to organize different document types and sources
- Schema Orchestration — Retrieve and verify extraction schemas to ensure your structured data matches your database requirements
- Automated Workflows — List and create webhooks to automatically push parsed JSON data to your external applications
- Real-time Status — Monitor document processing statuses and retrieve historical parsing results directly from chat
How it works
- Subscribe to this server
- Enter your Airparser API Key
- Start parsing documents and managing your extraction pipelines through Claude, Cursor, or any MCP-compatible client
Who is this for?
- Operations Managers — automate invoice and receipt processing to streamline accounts payable
- Recruiters — parse hundreds of resumes into structured JSON for easier candidate filtering
- Developers — integrate GPT-powered document parsing into custom workflows using simple commands
- Data Analysts — convert messy unstructured data into clean structured formats for reporting
Built-in capabilities (10)
Add automated data export
Remove automated export
Get extracted JSON data
Get inbox metadata
Get extraction field definitions
List documents in inbox
List Airparser inboxes
List inbox webhooks
Parse document in background
Parse document immediately
Why LangChain?
LangChain's ecosystem of 500+ components combines seamlessly with Airparser 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.
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The largest ecosystem of integrations, chains, and agents. combine Airparser MCP tools with 500+ LangChain components
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Agent architecture supports ReAct, Plan-and-Execute, and custom strategies with full MCP tool access at every step
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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 Airparser queries for multi-turn workflows
Airparser in LangChain
Why run Airparser with Vinkius?
The Airparser 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 Airparser using Vinkius. You will never be left in the dark about what your AI agents are doing with your tools.
Airparser and 4,000+ other AI tools. No hosting, no code, ready to use.
Professionals who connect Airparser 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
Airparser for LangChain
Every request between LangChain and Airparser 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
How do I find my Airparser API Key?
Log in to your Airparser account and navigate to Account Settings or API section. You can generate and copy your unique API key from there. It must be used in the X-API-Key header.
Can I get parsing results immediately?
Yes! Use the parse_document_sync tool. It waits for Airparser to finish processing (up to 60 seconds) and returns the extracted JSON data directly in the response.
Does this support multi-item tables like line items in an invoice?
Yes, Airparser handles nested structures and tables. Ensure your Extraction Schema in the inbox is configured to capture these fields, and they will be returned as structured JSON arrays.
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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