Bring Data Extraction
to CrewAI
Create your Vinkius account to connect Airparser to CrewAI 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 CrewAI?
When paired with CrewAI, Airparser becomes a first-class tool in your multi-agent workflows. Each agent in the crew can call Airparser tools autonomously, one agent queries data, another analyzes results, a third compiles reports, all orchestrated through Vinkius with zero configuration overhead.
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Multi-agent collaboration lets you decompose complex workflows into specialized roles, one agent researches, another analyzes, a third generates reports, each with access to MCP tools
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CrewAI's native MCP integration requires zero adapter code: pass Vinkius Edge URL directly in the
mcpsparameter and agents auto-discover every available tool at runtime - —
Built-in task delegation and shared memory mean agents can pass context between steps without manual state management, enabling multi-hop reasoning across tool calls
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Sequential and hierarchical crew patterns map naturally to real-world workflows: enumerate subdomains → analyze DNS history → check WHOIS records → compile findings into actionable reports
Airparser in CrewAI
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 CrewAI 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 CrewAI
Every request between CrewAI 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 CrewAI discover and connect to MCP tools?
CrewAI connects to MCP servers lazily. when the crew starts, each agent resolves its MCP URLs and fetches the tool catalog via the standard tools/list method. This means tools are always fresh and reflect the server's current capabilities. No tool schemas need to be hardcoded.
Can different agents in the same crew use different MCP servers?
Yes. Each agent has its own mcps list, so you can assign specific servers to specific roles. For example, a reconnaissance agent might use a domain intelligence server while an analysis agent uses a vulnerability database server.
What happens when an MCP tool call fails during a crew run?
CrewAI wraps tool failures as context for the agent. The LLM receives the error message and can decide to retry with different parameters, fall back to a different tool, or mark the task as partially complete. This resilience is critical for production workflows.
Can CrewAI agents call multiple MCP tools in parallel?
CrewAI agents execute tool calls sequentially within a single reasoning step. However, you can run multiple agents in parallel using process=Process.parallel, each calling different MCP tools concurrently. This is ideal for workflows where separate data sources need to be queried simultaneously.
Can I run CrewAI crews on a schedule (cron)?
Yes. CrewAI crews are standard Python scripts, so you can invoke them via cron, Airflow, Celery, or any task scheduler. The crew.kickoff() method runs synchronously by default, making it straightforward to integrate into existing pipelines.
MCP tools not discovered
Ensure the Edge URL is correct. CrewAI connects lazily when the crew starts. check console output.
Agent not using tools
Make the task description specific. Instead of "do something", say "Use the available tools to list contacts".
Timeout errors
CrewAI has a 10s connection timeout by default. Ensure your network can reach the Edge URL.
Rate limiting or 429 errors
Vinkius enforces per-token rate limits. Check your subscription tier and request quota in the dashboard. Upgrade if you need higher throughput.
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