Talonic
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
Sign up at https://app.talonic.com. Free tier: 50 extractions/day, no credit card. Settings → API Keys → Create New Key.
Links
- npm: https://www.npmjs.com/package/@talonic/mcp
- Repo: https://github.com/talonicdev/talonic-mcp
- Docs: https://talonic.com/docs/mcp
- Official MCP Registry: https://registry.modelcontextprotocol.io/
- Glama: https://glama.ai/mcp/servers/talonicdev/talonic-mcp
- Smithery: https://smithery.ai/servers/talonic/talonic
Server Config
{
"mcpServers": {
"talonic": {
"command": "npx",
"args": [
"-y",
"@talonic/mcp@latest"
],
"env": {
"TALONIC_API_KEY": "<YOUR_TALONIC_API_KEY>"
}
}
}
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