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StructureAI MCP Server

Extracts structured JSON data from unstructured text using predefined schemas for receipts, invoices, resumes, and emails. It allows users to transform messy text into organized data through built-in or custom-defined fields.

glama
Updated
Mar 8, 2026

StructureAI MCP Server

Extract structured JSON from unstructured text. Works with any MCP-compatible client (Claude Desktop, Cursor, etc).

Supported Schemas

  • receipt — items, totals, dates, merchant info
  • invoice — line items, amounts, due dates, parties
  • email — sender, recipients, subject, body, dates
  • resume — name, experience, education, skills
  • contact — name, email, phone, address, social
  • custom — define your own fields

Install

npm install -g @avatrix/structureai-mcp

Claude Desktop

Add to claude_desktop_config.json:

{
  "mcpServers": {
    "structureai": {
      "command": "structureai-mcp"
    }
  }
}

From source

git clone https://github.com/avatrix1/structureai-mcp.git
cd structureai-mcp
npm install && npm run build
node dist/index.js

Usage

The server exposes one tool: extract_structured_data

Parameters:

  • text (required) — The unstructured text to extract from
  • schema (required) — One of: receipt, invoice, email, resume, contact, custom
  • custom_fields (optional) — Array of field names when using "custom" schema
  • api_key (optional) — Your API key for higher limits

Pricing

License

MIT

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