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Paperless-ngx MCP Server for OpenAI Agents SDKGive OpenAI Agents SDK instant access to 26 tools to Create Correspondent, Create Document Type, Create Saved View, and more

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

Ask AI about this MCP Server for OpenAI Agents SDK

The Paperless-ngx MCP Server for OpenAI Agents SDK is a standout in the Loved By Devs category — giving your AI agent 26 tools to work with, ready to go from day one.

Built for AI Agents by Vinkius

Vinkius delivers Streamable HTTP and SSE to any MCP client

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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="Paperless-ngx Assistant",
            instructions=(
                "You help users interact with Paperless-ngx. "
                "You have access to 26 tools."
            ),
            mcp_servers=[mcp_server],
        )

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

asyncio.run(main())
Paperless-ngx
Fully ManagedVinkius Servers
60%Token savings
High SecurityEnterprise-grade
IAMAccess control
EU AI ActCompliant
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 Paperless-ngx MCP Server

Connect your Paperless-ngx instance to any AI agent and transform your document archive into a searchable, conversational knowledge base.

The OpenAI Agents SDK auto-discovers all 26 tools from Paperless-ngx through native MCP integration. Build agents with built-in guardrails, tracing, and handoff patterns. chain multiple agents where one queries Paperless-ngx, another analyzes results, and a third generates reports, all orchestrated through Vinkius.

What you can do

  • Document Discovery — Use list_documents with full-text search or filter by tags and dates to find exactly what you need in seconds.
  • File Operations — Upload new documents with upload_document, download originals with download_document, or get instant visual context with preview_document and thumb_document.
  • Metadata Management — Organize your library by creating and updating tags, correspondents, and document types using dedicated tools like create_tag or update_correspondent.
  • Deep Inspection — Fetch complete OCR text and metadata for any specific file using get_document to help your AI analyze contents.
  • Saved Views — Access your predefined filters and organizational structures with list_saved_views.

The Paperless-ngx MCP Server exposes 26 tools through the Vinkius. Connect it to OpenAI Agents SDK in under two minutes — credentials fully managed, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.

All 26 Paperless-ngx tools available for OpenAI Agents SDK

When OpenAI Agents SDK connects to Paperless-ngx through Vinkius, your AI agent gets direct access to every tool listed below — spanning digital-archive, ocr, full-text-search, and more. Every call runs in a secure, isolated environment with full audit visibility. Beyond a simple connection, you get real-time monitoring of agent activity, enterprise governance, and optimized token usage.

create

Create correspondent on Paperless-ngx

Create a new correspondent

create

Create document type on Paperless-ngx

Create a new document type

create

Create saved view on Paperless-ngx

Create a new saved view

create

Create tag on Paperless-ngx

Create a new tag

delete

Delete correspondent on Paperless-ngx

Delete a correspondent

delete

Delete document on Paperless-ngx

Delete a document

delete

Delete document type on Paperless-ngx

Delete a document type

delete

Delete saved view on Paperless-ngx

Delete a saved view

delete

Delete tag on Paperless-ngx

Delete a tag

download

Download document on Paperless-ngx

Download the actual document file

get

Get correspondent on Paperless-ngx

Retrieve correspondent details

get

Get document on Paperless-ngx

Retrieve details of a specific document

get

Get document type on Paperless-ngx

Retrieve document type details

get

Get tag on Paperless-ngx

Retrieve tag details

list

List correspondents on Paperless-ngx

List all correspondents

list

List document types on Paperless-ngx

List all document types

list

List documents on Paperless-ngx

Supports filtering and searching via query parameters. List all documents in Paperless-ngx

list

List saved views on Paperless-ngx

List all saved views

list

List tags on Paperless-ngx

List all tags

preview

Preview document on Paperless-ngx

Get a preview of the document

thumb

Thumb document on Paperless-ngx

Get the document thumbnail

update

Update correspondent on Paperless-ngx

Update a correspondent

update

Update document on Paperless-ngx

Update document metadata

update

Update document type on Paperless-ngx

Update a document type

update

Update tag on Paperless-ngx

Update a tag

upload

Upload document on Paperless-ngx

Upload a new document

Connect Paperless-ngx to OpenAI Agents SDK via MCP

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

01

Install the SDK

Run pip install openai-agents in your Python environment
02

Replace the token

Replace [YOUR_TOKEN_HERE] with your Vinkius token from cloud.vinkius.com
03

Run the script

Save the code above and run it: python agent.py
04

Explore tools

The agent will automatically discover 26 tools from Paperless-ngx

Why Use OpenAI Agents SDK with the Paperless-ngx MCP Server

OpenAI Agents SDK provides unique advantages when paired with Paperless-ngx through the Model Context Protocol.

01

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

02

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

03

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

04

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

Paperless-ngx + OpenAI Agents SDK Use Cases

Practical scenarios where OpenAI Agents SDK combined with the Paperless-ngx MCP Server delivers measurable value.

01

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

02

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

03

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

04

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

Example Prompts for Paperless-ngx in OpenAI Agents SDK

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

01

"Search for all documents related to 'Electricity Bill' from 2023."

02

"Upload a new document titled 'Contract 2024' with tag ID 12."

03

"Get the full content and a preview of document ID 42."

Troubleshooting Paperless-ngx MCP Server with OpenAI Agents SDK

Common issues when connecting Paperless-ngx to OpenAI Agents SDK through Vinkius, and how to resolve them.

01

MCPServerStreamableHttp not found

Ensure you have the latest version: pip install --upgrade openai-agents
02

Agent not calling tools

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

Paperless-ngx + OpenAI Agents SDK FAQ

Common questions about integrating Paperless-ngx MCP Server with OpenAI Agents SDK.

01

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.
02

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.
03

Does the SDK support streaming responses?

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

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