• DATA
  • VALIDATION
  • REVIEW
  • STORAGE

How to extract structured data from documents with your AI

Connect Alphamoon once. From there, your AI handles the heavy lifting of reading files and pulling out the exact details you need.

Ask AI about this page

Short answer

How can I pull specific fields from my files using AI?

You upload your documents to the MCP, and your AI uses the extraction tools to pull out specific fields and confidence scores. You get structured data ready for your database or spreadsheet. Here is what you'll get.

Data outcomes

Where your data lands.

The AI turns messy files into organized information.

DATA

Structured field sets

The AI converts raw text into organized key-value pairs. You receive specific fields like invoice numbers or dates.

VALIDATION

Confidence scores

Every extracted piece of data comes with a score. This tells you how certain the AI is about each specific value.

REVIEW

Human verification

You can flag low-confidence results for a manual check. This keeps your final dataset accurate.

STORAGE

Ready to use files

The AI handles the document reading so you can move the results straight into your existing workflows.

The workflow

What your AI does when the document arrives.

The AI follows a specific sequence to turn a file into usable information.

  1. File ingestion

    Your AI sends the file to the MCP to make it readable.

    upload_document

  2. Document retrieval

    The AI accesses the file content to prepare for the extraction process.

    get_document

  3. Field extraction

    The AI pulls the specific data points and confidence levels you requested.

    get_extraction_results

  4. Data delivery

    The AI presents the final structured results back to you in your chat interface.

    get_extraction_results

Try it

Copy these to start.

Use these prompts to trigger the extraction process immediately.

Starting points

These are opening lines. Swap the bracketed text with your actual file names or specific field names.

Alphamoon Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_J4UK4KwtIqFhkCyXsrrOvWL3GSduI90aoIffUqBW/mcp

Claude Desktop

Follow the steps below to connect in seconds.

  1. 1In Claude Desktop, open Settings → Connectors.
  2. 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
  3. 3Click Add and start a new chat — Alphamoon capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "alphamoon-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_J4UK4KwtIqFhkCyXsrrOvWL3GSduI90aoIffUqBW/mcp"
    }
  }
}
Copy into chat04

  • Extract the invoice number and total amount from the file I just uploaded.

  • Look at the uploaded ID and give me the expiration date and confidence score.

  • Pull all the line items from this receipt and format them as a list.

  • Check the uploaded contract for the vendor name and the effective date.

  • Claude
  • ChatGPT
  • Cursor
  • VS Code
  • Windsurf
  • Claude Code
  • JetBrains
  • Cline

Start here

Connect Alphamoon once, then ask.

Just click the button to link the MCP. Your credentials stay encrypted, and you can start asking questions about your files right away.

Connect Alphamoon to your AI

FAQ

How this task behaves.

  • 01

    Can the AI edit the original document?

    No. The AI only reads the data from the files you upload; it cannot change the source files.

  • 02

    How do I know if the data is correct?

    The AI provides confidence scores for every field it extracts so you know when to double check a value.

  • 03

    Can I extract data from a URL instead of a file?

    No. You must use the upload tool to provide the document to the AI first.

  • 04

    Does the AI save my files permanently?

    The AI uses the files to perform the extraction you requested, but it does not act as a long-term storage service.

  • 05

    Can the AI automatically update my database?

    No. The AI extracts the data and gives it to you in the chat. You are responsible for moving that data into your database or other tools.

  • More questions about Alphamoon? The Connector page answers them. See everything the Alphamoon Connector can do

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