Bring Document Parsing
to Pydantic AI
Create your Vinkius account to connect Affinda to Pydantic AI and start using all 5 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 Affinda MCP Server?
Connect your Affinda account to your AI agent to unlock powerful intelligent document processing (IDP). From automatically extracting details from resumes and invoices to auditing document statuses across your workspaces, your agent handles structured data extraction through natural conversation.
What you can do
- Automated Document Parsing — Upload PDFs or images of resumes, invoices, and passports for high-accuracy JSON extraction
- Workspace Oversight — List and audit documents within your specific workspaces to maintain organizational control
- Extraction Model Management — List available document types (Resume, Invoice, Receipt, etc.) supported by your account
- Real-time Status Tracking — Retrieve the parsing status and technical metadata for any uploaded document
- Metadata Insights — Quickly identify processing errors or missing data across your document library directly from chat
How it works
- Subscribe to this server
- Enter your Affinda Bearer Token
- Start parsing documents and managing your workspaces through Claude, Cursor, or any MCP-compatible client
Who is this for?
- Recruitment Teams — automate resume screening and extract candidate metadata effortlessly
- Accounts Payable — audit invoice data extraction and verify payment details via AI
- Operations Managers — monitor document processing workflows and manage workspace settings
- Compliance Officers — retrieve parsed identity documents for risk assessment and verification
Built-in capabilities (5)
Defaults to synchronous waiting for the output. Upload and parse a PDF or image into Affinda via its public URL for high-accuracy JSON extraction
Retrieve the fully structured JSON data and status for a specific processed document in Affinda
Retrieve exactly which parsing models the Affinda account supports (e.g. Resume, Invoice, Passport)
Retrieve all parsed documents in an Affinda workspace with their processing status
Retrieve all container workspaces for documents created within your Affinda account
Why Pydantic AI?
Pydantic AI validates every Affinda tool response against typed schemas, catching data inconsistencies at build time. Connect 5 tools through Vinkius and switch between OpenAI, Anthropic, or Gemini without changing your integration code. full type safety, structured output guarantees, and dependency injection for testable agents.
- —
Full type safety: every MCP tool response is validated against Pydantic models, catching data inconsistencies before they reach your application
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Model-agnostic architecture. switch between OpenAI, Anthropic, or Gemini without changing your Affinda integration code
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Structured output guarantee: Pydantic AI ensures tool results conform to defined schemas, eliminating runtime type errors
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Dependency injection system cleanly separates your Affinda connection logic from agent behavior for testable, maintainable code
Affinda in Pydantic AI
Why run Affinda with Vinkius?
The Affinda 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 5 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 Affinda using Vinkius. You will never be left in the dark about what your AI agents are doing with your tools.
Affinda and 4,000+ other AI tools. No hosting, no code, ready to use.
Professionals who connect Affinda to Pydantic AI 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
Affinda for Pydantic AI
Every request between Pydantic AI and Affinda 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 Affinda API Key?
Log in to Affinda, click on your profile avatar, and go to Settings > API Keys. You can generate a new token there. Remember to copy it immediately, as it is only shown once.
What document types are supported?
Affinda supports dozens of specialized models including Resumes, Invoices, Receipts, Passports, Driver Licenses, and Purchase Orders. Use the list_document_types tool to see the full list for your account.
Can I parse a document via a public URL?
Yes! The create_document tool accepts a url parameter. Simply provide the direct link to the PDF or image, and Affinda will retrieve and parse it automatically.
How does Pydantic AI discover MCP tools?
Create an MCPServerHTTP instance with the server URL. Pydantic AI connects, discovers all tools, and generates typed Python interfaces automatically.
Does Pydantic AI validate MCP tool responses?
Yes. When you define result types as Pydantic models, every tool response is validated against the schema. Invalid data raises a clear error instead of silently corrupting your pipeline.
Can I switch LLM providers without changing MCP code?
Absolutely. Pydantic AI abstracts the model layer. your Affinda MCP integration works identically with OpenAI, Anthropic, Google, or any supported provider.
MCPServerHTTP not found
Update: pip install --upgrade pydantic-ai
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