Setup guide · Framework
Formfeed in OpenAI Agents SDK
The Agents SDK treats an MCP server as a context manager that the agent reads its tools from. Use the stdio server locally and the streamable HTTP server once you point at a remote endpoint.
Create a test key
Sign in to the app, open API keys and create a key in the test environment. Test renders are not metered, which is what you want while an agent is still learning your templates. Switch to a live key when it goes to production.
Install the packages
Shell pip install openai-agentsAdd the Formfeed server
Pass the server in
mcp_serversof the agent and keep it open for the run.import asyncio import os from agents import Agent, Runner from agents.mcp import MCPServerStdio async def main() -> None: async with MCPServerStdio( name="formfeed", params={ "command": "npx", "args": ["-y", "@formfeed/mcp"], "env": {"FORMFEED_API_KEY": os.environ["FORMFEED_API_KEY"]}, }, cache_tools_list=True, ) as formfeed: agent = Agent( name="Billing assistant", instructions="Create documents with the Formfeed tools. Read the schema first.", mcp_servers=[formfeed], ) prompt = "Render invoice 2026-0042 for Olvarest GmbH: 8 hours of consulting at 120 EUR." result = await Runner.run(agent, prompt) print(result.final_output) asyncio.run(main())import os from agents.mcp import MCPServerStreamableHttp formfeed = MCPServerStreamableHttp( name="formfeed", params={ "url": "https://mcp.formfeed.dev/mcp", "headers": {"Authorization": f"Bearer {os.environ['FORMFEED_API_KEY']}"}, }, )Signed-in use instead of a key: connect to
https://mcp.formfeed.dev/mcpwithout a header, and the client opens the Formfeed sign-in, where you choose the workspace the agent works in. A signed-in agent always renders live and counts units; free test renders need a test key. A self-hosted endpoint (npx -y @formfeed/mcp --http) takes API keys only.Check the connection
Tracing is on by default: the trace of a run shows
list_toolson the Formfeed server followed by the tool calls.
Try it
- Invoice
“Render invoice 2026-0042 for Olvarest GmbH: 8 hours of consulting at €120 and 20 hours of implementation at €110. Use the German invoice template.”
- Validation
“Check whether orders/2026-0042.json fits the invoice-de template before you render anything.”
- Ad-hoc HTML
“Turn these meeting notes into a one-page PDF. No template, plain HTML is fine.”
Tips
cache_tools_list=Truesaves a round trip per run; the eight tools only change when you update the package.
The eight tools
- list_templates
- Templates of the workspace with slug, kind (PDF, image, Word or PowerPoint), engine and published version; filter by kind, engine, tag or search text.
- free
- get_template_schema
- The JSON Schema of the data a template expects, with the sample data it was designed with. A template without a stored schema gets one inferred from its sample data: a guide, not a contract.
- free
- validate_template
- Checks a template with the data without rendering: syntax, variables missing from the data, errors that only happen with this data, and the data against the template’s stored schema. Ad-hoc HTML is checked offline.
- free
- check_invoice
- Checks the
_invoiceblock of an e-invoice offline, as the API does before it renders one: the fields EN 16931 asks for, the totals to the cent, VAT categories and code lists, and the rules of France. Names every field and rule it breaks. - free
- render
- Renders a template or raw HTML to PDF, PNG, JPG or WebP (Word and PowerPoint templates also to DOCX or PPTX) and returns the download URL, page count and units. With
einvoice, the PDF becomes a ZUGFeRD / Factur-X e-invoice with the validator’s report, for one unit more (live from the Starter plan). - 1 unit, PDFs per 5 pages
- convert_to_pdf
- Converts a Word, Excel, PowerPoint, OpenDocument, RTF or HTML document of up to 20 MB, or the render of a Word or PowerPoint template, to PDF and returns the download URL; the document is not kept. The local server also reads a file by its path. Starter plan and above.
- like a PDF
- get_render
- Status, download URL and error of a render: for renders the agent queued with
wait: false, and for a fresh link once the old one has expired. - free
- get_workspace
- The workspace and organisation the server works in, the plan, the environment and the units of the period: how many renders are left.
- free
Configuration reference: OpenAI — OpenAI Agents SDK (checked 17 October 2026)