Emboss

Map spreadsheet columns to form fields

suggest_mapping

Idempotent

Propose which spreadsheet columns fill which PDF form fields. Given a CSV (csv_text or csv_url), proposes which column fills which field. Only the header row matters. Billed as one context fill (5 free each month).

Input Schema

TableJSON Schema

Name	Required	Description	Default
`csv_url`	No
`form_id`	Yes
`csv_text`	No

Output Schema

TableJSON Schema

Name	Required	Description	Default
No arguments

Schema Changelog

Changes observed during successful MCP inspections.

Changed1 schema field changedOct 10, 2026

addedInput schema / examples

Added value: +[
+  {
+    "csv_text": "Full Name,Email\nGrace Hopper,grace@example.com\n",
+    "form_id": "11111111-2222-3333-4444-555555555555"
+  }
+]

First observedSep 16, 2026

TDQS

Score is being calculated.

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