Parserbee MCP server

ParserBee MCP server

A Model Context Protocol server for ParserBee. It lets an AI assistant extract structured data from invoices, receipts, purchase orders, bank statements and other documents, using your Parser Templates.

Ask your assistant things like:

• "Extract the invoice in ~/Downloads/inv-2041.pdf with my Invoice template."
• "Read every receipt in this folder and give me a table of merchant, date and total."
• "How many ParserBee page credits do I have left?"

Tools

Before you start

1. Create a free account at app.parserbee.com. New accounts get 25 free pages, no credit card.
2. Create a Parser Template: upload one sample document and the AI builds the fields for you, or pick a ready-made one from the template library.
3. Copy your API key from Settings in the dashboard. It starts with pk_.

You need Node.js 18 or later.

Set up

Claude Desktop

Open Settings > Developer > Edit Config and add:

{
  "mcpServers": {
    "parserbee": {
      "command": "npx",
      "args": ["-y", "parserbee-mcp"],
      "env": { "PARSERBEE_API_KEY": "pk_your_api_key" }
    }
  }
}

Restart Claude Desktop.

Claude Code

claude mcp add parserbee --scope user -e PARSERBEE_API_KEY=pk_your_api_key -- npx -y parserbee-mcp

--scope user makes ParserBee available in every folder. Without it, Claude Code adds the server only to the folder you run the command in. Start a new Claude Code session afterwards, then check it with claude mcp list.

Cursor

Add the same mcpServers block to ~/.cursor/mcp.json (all projects) or .cursor/mcp.json (one project).

VS Code

Add to .vscode/mcp.json:

{
  "servers": {
    "parserbee": {
      "command": "npx",
      "args": ["-y", "parserbee-mcp"],
      "env": { "PARSERBEE_API_KEY": "pk_your_api_key" }
    }
  }
}

From a local copy

git clone https://github.com/ParserBee/parserbee-mcp.git
cd parserbee-mcp
npm install
PARSERBEE_API_KEY=pk_your_api_key node dist/index.js

Point your client at node /path/to/parserbee-mcp/dist/index.js.

Settings

What comes back

extract_document returns the API response. The extracted fields are in data, shaped like your Parser Template:

{
  "success": true,
  "request_id": "req_abc123",
  "data": {
    "invoice_number": "INV-2026-001",
    "vendor_name": "Acme Corp",
    "total_amount": 1500
  },
  "credits_remaining": 449,
  "usage": { "pages_processed": 1, "credits_charged": 1 }
}

Files can be PDF, PNG, JPG, WebP or HEIC, up to 50 MB. Scans and phone photos work. API errors (an invalid key, no page credits left, an unknown template) come back as tool errors with the ParserBee error code, so the assistant can tell you what to fix.

Try it

The sample-invoices repository has 18 free test invoices with the correct value of every field, so you can check the results.

Related

Shortened. The full README is on GitHub.