Can my AI automatically find the parsed results for a specific invoice URL?

Yes! Use the `upload_file_sync` tool. Provide the file URL and the Mailbox ID, and your agent will respond with the structured JSON data extracted from the document in seconds.

How do I find my Parsio API Key?

Log in to your Parsio account, navigate to **Account Settings** > **API**, and you will find your unique secret API key there.

Does it support hand-written text recognition?

Absolutely. Parsio's AI-powered OCR engine is designed to handle both printed and hand-written text from scanned images and PDFs with high accuracy.

INSTANT PLUG AND PLAY

Parsio MCP Server for OpenAI Agents SDKGive OpenAI Agents SDK instant access to 12 tools to Create Mailbox, Extract Data From File Async, Extract Data From File Sync, and more

Name: Parsio
Availability: InStock
Author: Vinkius

Built by Vinkius GDPR 12 Tools SDK

The OpenAI Agents SDK enables production-grade agent workflows in Python. Connect Parsio through Vinkius and your agents gain typed, auto-discovered tools with built-in guardrails. no manual schema definitions required.

Use with Your AI Agent

Ask AI about this App Connector for OpenAI Agents SDK

Open in ChatGPT Open in Claude Open in Perplexity

The Parsio app connector for OpenAI Agents SDK is a standout in the Industry Titans category — giving your AI agent 12 tools to work with, ready to go from day one.

Vinkius delivers Streamable HTTP and SSE to any MCP client

python

import asyncio
from agents import Agent, Runner
from agents.mcp import MCPServerStreamableHttp

async def main():
    # Your Vinkius token. get it at cloud.vinkius.com
    async with MCPServerStreamableHttp(
        url="https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
    ) as mcp_server:

        agent = Agent(
            name="Parsio Assistant",
            instructions=(
                "You help users interact with Parsio. "
                "You have access to 12 tools."
            ),
            mcp_servers=[mcp_server],
        )

        result = await Runner.run(
            agent, "List all available tools from Parsio"
        )
        print(result.final_output)

asyncio.run(main())

Fully ManagedVinkius Servers

60%Token savings

High SecurityEnterprise-grade

IAMAccess control

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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 Parsio MCP Server

Connect your Parsio.io account to any AI agent and take full control of your document automation and data extraction through natural conversation. Parsio provides a powerful AI-powered parsing engine that transforms unstructured PDF files, images, and emails into structured JSON data directly from your chat interface.

The OpenAI Agents SDK auto-discovers all 12 tools from Parsio through native MCP integration. Build agents with built-in guardrails, tracing, and handoff patterns. chain multiple agents where one queries Parsio, another analyzes results, and a third generates reports, all orchestrated through Vinkius.

What you can do

Document Extraction Orchestration — Upload files (via URL or raw text) and trigger real-time parsing to retrieve structured metadata programmatically.
Mailbox Lifecycle Management — List all managed mailboxes and retrieve detailed configuration metadata directly from the AI interface to ensure your data pipelines are always synchronized.
Template & Parsing Intelligence — Access and monitor your parsing templates to maintain a clear overview of how your data is being structured via natural language.
Historical Data Control — List collected parsed data from specific mailboxes and retrieve granular details for individual documents using simple AI commands.
Operational Monitoring — Track system responses and manage webhook metadata to ensure your document automation is always optimized.

The Parsio MCP Server exposes 12 tools through the Vinkius. Connect it to OpenAI Agents SDK in under two minutes — no API keys to rotate, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.

All 12 Parsio tools available for OpenAI Agents SDK

When OpenAI Agents SDK connects to Parsio through Vinkius, your AI agent gets direct access to every tool listed below — spanning ocr, data-extraction, pdf-parsing, and more. Every call is secured with network, filesystem, subprocess, and code evaluation entitlements inside a sandboxed runtime. Beyond a simple connection, you get a full AI Gateway with real-time visibility into agent activity, enterprise governance, and optimized token usage.

create_mailbox

Create a new mailbox

extract_data_from_file_async

Use this for large files or webhook workflows. Start file data extraction (Async)

extract_data_from_file_sync

Extract data from a file immediately (Sync)

extract_data_from_text_async

Start text data extraction (Async)

extract_data_from_text_sync

Extract data from text or HTML (Sync)

get_mailbox

Get details for a specific mailbox

get_parsed_document_result

Retrieve the result of a parsed document

get_template_details

Get template metadata

list_mailbox_templates

List parsing templates for a mailbox

list_mailbox_webhooks

List webhooks for a mailbox

list_mailboxes

List all Parsio mailboxes

list_parsed_data_history

List historical parsed data for a mailbox

Connect Parsio to OpenAI Agents SDK via MCP

Follow these steps to wire Parsio into OpenAI Agents SDK. The entire setup takes under two minutes — your credentials stay safe behind the Vinkius.

Install the SDK

Run pip install openai-agents in your Python environment

Replace the token

Replace [YOUR_TOKEN_HERE] with your Vinkius token from cloud.vinkius.com

Run the script

Save the code above and run it: python agent.py

Explore tools

The agent will automatically discover 12 tools from Parsio

Why Use OpenAI Agents SDK with the Parsio MCP Server

OpenAI Agents SDK provides unique advantages when paired with Parsio through the Model Context Protocol.

Native MCP integration via `MCPServerSse`, pass the URL and the SDK auto-discovers all tools with full type safety

Built-in guardrails, tracing, and handoff patterns let you build production-grade agents without reinventing safety infrastructure

Lightweight and composable: chain multiple agents and MCP servers in a single pipeline with minimal boilerplate

First-party OpenAI support ensures optimal compatibility with GPT models for tool calling and structured output

Parsio + OpenAI Agents SDK Use Cases

Practical scenarios where OpenAI Agents SDK combined with the Parsio MCP Server delivers measurable value.

Automated workflows: build agents that query Parsio, process the data, and trigger follow-up actions autonomously

Multi-agent orchestration: create specialist agents. one queries Parsio, another analyzes results, a third generates reports

Data enrichment pipelines: stream data through Parsio tools and transform it with OpenAI models in a single async loop

Customer support bots: agents query Parsio to resolve tickets, look up records, and update statuses without human intervention

Example Prompts for Parsio in OpenAI Agents SDK

Ready-to-use prompts you can give your OpenAI Agents SDK agent to start working with Parsio immediately.

"List all my Parsio mailboxes."

"Show me all parsing templates I have configured and their extraction success rates."

"Get the extracted data from the last 5 invoices processed by my Invoice Parser template."

Troubleshooting Parsio MCP Server with OpenAI Agents SDK

Common issues when connecting Parsio to OpenAI Agents SDK through the Vinkius, and how to resolve them.

MCPServerStreamableHttp not found

Ensure you have the latest version: pip install --upgrade openai-agents

Agent not calling tools

Make sure your prompt explicitly references the task the tools can help with.

Parsio + OpenAI Agents SDK FAQ

Common questions about integrating Parsio MCP Server with OpenAI Agents SDK.

How does the OpenAI Agents SDK connect to MCP?

Use MCPServerSse(url=...) to create a server connection. The SDK auto-discovers all tools and makes them available to your agent with full type information.

Can I use multiple MCP servers in one agent?

Yes. Pass a list of MCPServerSse instances to the agent constructor. The agent can use tools from all connected servers within a single run.

Does the SDK support streaming responses?

Yes. The SDK supports SSE and Streamable HTTP transports, both of which work natively with Vinkius.