How do I get a Docparser API Key?

Log in to your Docparser account, navigate to the API section in your settings, and you can retrieve your unique API Key from there.

What types of data can be extracted?

Docparser can extract text, numbers, dates, and even complex table data from your documents based on the rules you configure in your parsers.

Can the agent show real-time processing status?

Yes, you can use the list_parsed_documents or list_documents_awaiting_parsing tools to see where your documents are in the extraction pipeline.

Docparser MCP Server for AutoGen 10 tools — connect in under 2 minutes

Name: Docparser
Availability: InStock
Author: Vinkius

microsoft.github.io/autogen/docs/tools/mcp-tools

Built by Vinkius GDPR 10 Tools Framework

Microsoft AutoGen enables multi-agent conversations where agents negotiate, delegate, and execute tasks collaboratively. Add Docparser as an MCP tool provider through Vinkius and every agent in the group can access live data and take action.

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Vinkius supports streamable HTTP and SSE.

python

import asyncio
from autogen_agentchat.agents import AssistantAgent
from autogen_ext.tools.mcp import McpWorkbench

async def main():
    # Your Vinkius token. get it at cloud.vinkius.com
    async with McpWorkbench(
        server_params={"url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"},
        transport="streamable_http",
    ) as workbench:
        tools = await workbench.list_tools()
        agent = AssistantAgent(
            name="docparser_agent",
            tools=tools,
            system_message=(
                "You help users with Docparser. "
                "10 tools available."
            ),
        )
        print(f"Agent ready with {len(tools)} tools")

asyncio.run(main())

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* 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 Docparser MCP Server

Integrate Docparser, the leading document data extraction platform, directly into your AI workflow. Automate the extraction of structured data from PDFs, scanned documents, and images, monitor your parser configurations, and retrieve parsed results using natural language.

AutoGen enables multi-agent conversations where agents negotiate, delegate, and collaboratively use Docparser tools. Connect 10 tools through Vinkius and assign role-based access. a data analyst queries while a reviewer validates, with optional human-in-the-loop approval for sensitive operations.

What you can do

Parser Oversight — List and retrieve detailed settings and status for all your document parsers and extraction rules.
Data Intelligence — Access the actual structured data extracted from your documents, including table data and custom fields.
Document Tracking — Monitor the processing status of your uploaded documents and identify any extraction failures.
Result Auditing — Retrieve a chronological feed of recent extraction results across all your active parsers.

The Docparser MCP Server exposes 10 tools through the Vinkius. Connect it to AutoGen in under two minutes — no API keys to rotate, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.

How to Connect Docparser to AutoGen via MCP

Follow these steps to integrate the Docparser MCP Server with AutoGen.

Install AutoGen

Run pip install "autogen-ext[mcp]"

Replace the token

Replace [YOUR_TOKEN_HERE] with your Vinkius token

Integrate into workflow

Use the agent in your AutoGen multi-agent orchestration

Explore tools

The workbench discovers 10 tools from Docparser automatically

Why Use AutoGen with the Docparser MCP Server

AutoGen provides unique advantages when paired with Docparser through the Model Context Protocol.

Multi-agent conversations: multiple AutoGen agents discuss, delegate, and collaboratively use Docparser tools to solve complex tasks

Role-based architecture lets you assign Docparser tool access to specific agents. a data analyst queries while a reviewer validates

Human-in-the-loop support: agents can pause for human approval before executing sensitive Docparser tool calls

Code execution sandbox: AutoGen agents can write and run code that processes Docparser tool responses in an isolated environment

Docparser + AutoGen Use Cases

Practical scenarios where AutoGen combined with the Docparser MCP Server delivers measurable value.

Collaborative analysis: one agent queries Docparser while another validates results and a third generates the final report

Automated review pipelines: a researcher agent fetches data from Docparser, a critic agent evaluates quality, and a writer produces the output

Interactive planning: agents negotiate task allocation using Docparser data to make informed decisions about resource distribution

Code generation with live data: an AutoGen coder agent writes scripts that process Docparser responses in a sandboxed execution environment

Docparser MCP Tools for AutoGen (10)

These 10 tools become available when you connect Docparser to AutoGen via MCP:

get_docparser_account_metadata

Retrieve metadata and usage limits for your Docparser account

get_document_extraction_results

Get the actual data extracted from a specific document

get_parser_details

Get detailed settings and status for a specific document parser

list_document_parsers

List all document parsers configured in your Docparser account

list_documents_awaiting_parsing

List documents that are currently in the parsing queue

list_failed_document_extractions

Identify documents that failed the parsing or extraction process (mock logic)

list_parsed_documents

List all documents processed by a specific parser

list_recent_extractions

List the most recent document extraction results across all parsers

quick_parser_health_audit

Retrieve a high-level summary of parser activity and success rates

search_parsed_documents

Search for parsed documents by filename within a parser

Example Prompts for Docparser in AutoGen

Ready-to-use prompts you can give your AutoGen agent to start working with Docparser immediately.

"List all documents processed by the 'Invoices' parser."

"Show me the extracted data for document 'DOC-9988' in the 'Orders' parser."

"Are there any document extractions that failed today?"

Troubleshooting Docparser MCP Server with AutoGen

Common issues when connecting Docparser to AutoGen through the Vinkius, and how to resolve them.

McpWorkbench not found

Install: pip install "autogen-ext[mcp]"

Docparser + AutoGen FAQ

Common questions about integrating Docparser MCP Server with AutoGen.

How does AutoGen connect to MCP servers?

Create an MCP tool adapter and assign it to one or more agents in the group chat. AutoGen agents can then call Docparser tools during their conversation turns.

Can different agents have different MCP tool access?

Yes. AutoGen's role-based architecture lets you assign specific MCP tools to specific agents, so a querying agent has different capabilities than a reviewing agent.