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How to Use the Airparser MCP in AutoGen

Let your AutoGen agents debate and extract structured data from PDFs and emails via this managed MCP Server.

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AutoGen

Connect Airparser MCP to AutoGen

Create your Vinkius account to connect Airparser to AutoGen and route execution through our secure gateway. The platform manages server hosting, runtime updates, and security layers. Configuration requires no manual server provisioning.

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Validate document extractions through agent debate

`parse_document_sync` extracts structured data from incoming files. In your AutoGen group, one agent runs the extraction while a validation agent checks the output against `get_inbox_schema` to ensure accuracy. This consensus-driven approach catches parsing errors before they hit your database. If the validator finds a discrepancy, it instructs the parsing agent to run a different extraction path or flag the document.

Coordinate webhook setups with specialized agents

`create_webhook` registers automated data exports when your agents agree on a target. A security agent runs `list_webhooks` to audit active endpoints, while a performance agent deletes obsolete ones using `delete_webhook`. You get a self-cleaning pipeline that manages its own infrastructure. The agents discuss whether a webhook is still necessary and execute the changes without human intervention.

Scale document processing using this AutoGen MCP Server

`parse_document_async` offloads heavy extraction tasks so your conversation flow doesn't freeze. While the document processes, your AutoGen agents continue discussing other tasks, checking `get_document_details` only when the data is ready. This asynchronous design keeps your multi-agent system responsive. Agents coordinate who monitors `list_documents` and who handles the final parsed JSON, optimizing the overall workflow.

Setup guide

Set up Airparser MCP in AutoGen

Prerequisites

  • Python 3.10+ installed
  • autogen-ext[mcp] package
  • Active Vinkius subscription with a valid endpoint token
  1. 1

    Install AutoGen with MCP

    Run pip install "autogen-ext[mcp]" autogen-agentchat. The MCP extension includes mcp_server_tools for stateless tool access.

  2. 2

    Fetch tools from the MCP

    Call mcp_server_tools(SseServerParams(url=...)) with your Vinkius endpoint. Replace [YOUR_TOKEN_HERE] with your token from cloud.vinkius.com.

  3. 3

    Run your agent

    Pass the tools to AssistantAgent and call agent.run(). The agent invokes Airparser tools and returns structured results.

agent.py
from autogen_ext.tools.mcp import SseServerParams, mcp_server_tools
from autogen_agentchat.agents import AssistantAgent
from autogen_ext.models.openai import OpenAIChatCompletionClient

server_params = SseServerParams(
    url="https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
)

tools = await mcp_server_tools(server_params)

agent = AssistantAgent(
    name="Airparser_assistant",
    model_client=OpenAIChatCompletionClient(model="gpt-4o"),
    tools=tools,
)

result = await agent.run("List recent Airparser data")
print(result.messages[-1].content)

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Common questions about Airparser MCP in AutoGen

Install `autogen-ext[mcp]` and use the `mcp_server_tools` adapter with your server URL. Pass the generated tools list directly to your `AssistantAgent` constructor.
One agent triggers `parse_document_sync` to get the raw JSON. A second agent retrieves the schema using `get_inbox_schema` to verify that all required fields were extracted correctly.
Yes. Your routing agent calls `list_inboxes` to map out available targets. It then directs specialized agents to process documents in their respective inboxes.
This server supports Streamable HTTP transport. The AutoGen MCP adapter handles all schema conversions automatically, making connection setup straightforward.
Your parsed PDFs, emails, images, and inbox metadata are processed inside isolated V8 sandboxes. Vinkius secures the connection, meaning no data is retained or leaked outside the runtime.

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