Talonic MCP server

Talonic is a service that reads documents for you and pulls out the details you care about, like totals, dates and names. This MCP server connects your AI assistant to Talonic, so you can just ask for what you need instead of reading the file yourself. It is handy for anyone who deals with invoices, contracts, scans or forms on a regular basis.

What this MCP server does

You ask your AI something like "pull the invoice number and total from this PDF". The AI passes your request to this helper, which talks to Talonic. Talonic reads the document, finds the fields you asked for, and checks them against a schema (a kind of form that says which fields should exist and what type each one is). You get back clean, structured data with a confidence score for each field, plus a document type and an ID you can use in follow-up questions.

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What you can do with it

• Pull specific fields out of a PDF, scan, invoice, contract or form
• See a confidence score for each extracted value so you know what to double-check
• Convert a scanned document into clean markdown text
• Search across all your past documents, fields and schemas
• Filter documents by extracted values, like totals above a number or dates in a range
• Save a reusable schema so the same document type is read the same way every time
• Ask a plain question over your documents and get a cited answer

Try asking your AI

• “Extract the invoice number, date and total from this PDF”
• “Find every contract from last year where the renewal date is in the next 60 days”
• “Turn this scanned receipt into clean text I can copy”
• “What is the total amount across all invoices from Acme in March”

What it gives back to you

You get answers in the chat, usually as a small table or list of fields with their values and confidence scores. For searches and filters you get a list of matching documents with the relevant values. For questions you get a written answer with citations pointing back to the document. When Talonic makes a change, like saving a schema, it tells you it was saved.

Before you start

Who it's for

Anyone who handles paperwork, like bookkeepers, accountants, operations staff, legal assistants and small business owners who deal with invoices, contracts or forms.