Can my AI automatically find the details for a specific document by its ID?

Yes! Use the `get_document` tool with the Document ID. Your agent will respond with complete metadata, including signature status, expiration dates, and recipient info in seconds.

How do I find my PandaDoc API Key?

Log in to your PandaDoc account, navigate to **Settings** > **Integrations** > **API**, and click 'Generate API Key' to create your unique secret token.

Can I generate a signing link for my app?

Absolutely. Use the `create_session` tool to generate an embedded signing session for a specific document. The agent will return a unique URL for your recipient to sign immediately.

INSTANT PLUG AND PLAY

PandaDoc MCP Server for OpenAI Agents SDKGive OpenAI Agents SDK instant access to 11 tools to Create Document, Create Signing Session, Delete Document, and more

Name: PandaDoc
Availability: InStock
Author: Vinkius

Built by Vinkius GDPR 11 Tools SDK

The OpenAI Agents SDK enables production-grade agent workflows in Python. Connect PandaDoc 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 PandaDoc app connector for OpenAI Agents SDK is a standout in the Industry Titans category — giving your AI agent 11 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="PandaDoc Assistant",
            instructions=(
                "You help users interact with PandaDoc. "
                "You have access to 11 tools."
            ),
            mcp_servers=[mcp_server],
        )

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

asyncio.run(main())

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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 PandaDoc MCP Server

Connect your PandaDoc account to any AI agent and take full control of your document orchestration and e-signature workflows through natural conversation. PandaDoc provides a premier platform for creating, sending, and tracking business documents, and this integration allows you to retrieve document metadata, monitor signature statuses, and generate new contracts directly from your chat interface.

The OpenAI Agents SDK auto-discovers all 11 tools from PandaDoc through native MCP integration. Build agents with built-in guardrails, tracing, and handoff patterns. chain multiple agents where one queries PandaDoc, another analyzes results, and a third generates reports, all orchestrated through Vinkius.

What you can do

Document & Signature Orchestration — List all managed documents and retrieve detailed status metadata programmatically to ensure your sales closing is always synchronized.
Template Lifecycle Management — Access and monitor your centralized template library and retrieve detailed metadata for dynamic field mapping directly from the AI interface.
Contract & Proposal Control — Create new documents from existing templates and send them to multiple recipients with personalized messages via natural language.
Embedded Signing Intelligence — Generate embedded signing sessions for real-time customer signatures and retrieve direct download links for final PDFs using simple AI commands.
Operational Monitoring — Track system responses and manage document folders to ensure your administrative workflows are always optimized.

The PandaDoc MCP Server exposes 11 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 11 PandaDoc tools available for OpenAI Agents SDK

When OpenAI Agents SDK connects to PandaDoc through Vinkius, your AI agent gets direct access to every tool listed below — spanning pandadoc, e-signature, document-automation, 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_document

Requires a JSON string containing "template_uuid" and "recipients" list. Use this to initiate the document creation process. Create a new PandaDoc document

create_signing_session

Create an embedded signing session

delete_document

Delete a PandaDoc document

get_document_details

Essential for tracking the progress of an individual signature request. Get details for a specific document

get_download_link

Get the download link for a completed document

get_template_details

Get details for a specific template

list_contacts

List all contacts in PandaDoc

list_documents

Supports searching by query (q) and filtering by status (e.g., document.draft, document.sent). Useful for monitoring the status of multiple agreements. List all PandaDoc documents

list_folders

Useful for navigating the account structure. List document organization folders

list_templates

Essential for obtaining the template IDs required for document creation. List all document templates

send_document

Can include an optional message to be sent in the notification email. Send a document for signing

Connect PandaDoc to OpenAI Agents SDK via MCP

Follow these steps to wire PandaDoc 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 11 tools from PandaDoc

Why Use OpenAI Agents SDK with the PandaDoc MCP Server

OpenAI Agents SDK provides unique advantages when paired with PandaDoc 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

PandaDoc + OpenAI Agents SDK Use Cases

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

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

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

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

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

Example Prompts for PandaDoc in OpenAI Agents SDK

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

"List all my PandaDoc documents and their statuses."

"Send the contract document doc_3847 to the client for electronic signature."

"List all available document templates I can use to create new proposals."

Troubleshooting PandaDoc MCP Server with OpenAI Agents SDK

Common issues when connecting PandaDoc 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.

PandaDoc + OpenAI Agents SDK FAQ

Common questions about integrating PandaDoc 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.