Talonic

Created By

Talonican hour ago

Extract structured, schema-validated data from PDFs, scans, images, spreadsheets, and forms. Lets AI agents pull clean JSON out of any document via the Model Context Protocol.

# document-extraction

# ocr

Overview Content Tools Comments

Overview

What this does

Official Talonic MCP server. Lets AI agents extract structured, schema-validated data from any document (PDF, scan, image, DOCX, spreadsheet, form) via the Model Context Protocol.

When an agent needs structured data out of a messy document, raw OCR plus an LLM call produces unreliable results. With Talonic installed, the agent has a talonic_extract tool that returns schema-validated JSON with per-field confidence scores and a detected document type.

Tools (7)

talonic_extract — Extract structured data from a document using a schema. Returns JSON with per-field confidence scores. Supports drag-and-drop file_data, file_path, file_url, or document_id.
talonic_search — Conceptual search across documents, fields, sources, and schemas in the workspace.
talonic_filter — Filter documents by extracted field values (eq, gt, between, contains, etc.).
talonic_get_document — Fetch full metadata for a single document.
talonic_to_markdown — Get OCR-converted markdown for a document.
talonic_list_schemas — List saved extraction schemas.
talonic_save_schema — Save a reusable schema definition.

Two install options

Local (stdio, recommended for IDE clients):

{
  "mcpServers": {
    "talonic": {
      "command": "npx",
      "args": ["-y", "@talonic/mcp@latest"],
      "env": { "TALONIC_API_KEY": "tlnc_..." }
    }
  }
}

Works in Claude Desktop, Cursor, Cline, Continue, Cowork.

Hosted (URL-based, for Claude.ai connectors):

Paste into Claude.ai's "Add custom connector": https://mcp.talonic.com/mcp?apiKey=tlnc_your_key

Get an API key

Server Config

{
  "mcpServers": {
    "talonic": {
      "command": "npx",
      "args": [
        "-y",
        "@talonic/mcp@latest"
      ],
      "env": {
        "TALONIC_API_KEY": "<YOUR_TALONIC_API_KEY>"
      }
    }
  }
}

Recommend Servers

TraeBuild with Free GPT-4.1 & Claude 3.7. Fully MCP-Ready.

ChatWiseThe second fastest AI chatbot™

Zhipu Web SearchZhipu Web Search MCP Server is a search engine specifically designed for large models. It integrates four search engines, allowing users to flexibly compare and switch between them. Building upon the web crawling and ranking capabilities of traditional search engines, it enhances intent recognition capabilities, returning results more suitable for large model processing (such as webpage titles, URLs, summaries, site names, site icons, etc.). This helps AI applications achieve "dynamic knowledge acquisition" and "precise scenario adaptation" capabilities.

Playwright McpPlaywright MCP server

CursorThe AI Code Editor

AiimagemultistyleA Model Context Protocol (MCP) server for image generation and manipulation using fal.ai's Stable Diffusion model.

BlenderBlenderMCP connects Blender to Claude AI through the Model Context Protocol (MCP), allowing Claude to directly interact with and control Blender. This integration enables prompt assisted 3D modeling, scene creation, and manipulation.

Tavily Mcp

MCP AdvisorMCP Advisor & Installation - Use the right MCP server for your needs

DeepChatYour AI Partner on Desktop

Y GuiA web-based graphical interface for AI chat interactions with support for multiple AI models and MCP (Model Context Protocol) servers.