StructForge

Measured conclusion: Deep-tested. L2 outcome: tools_ok.

Turn messy text into strict JSON schemas agents can trust (invoice, receipt, contact, resume).

Add to your agent

Copy this into your MCP client config:

{
  "mcpServers": {
    "StructForge": {
      "url": "https://structforge.askqa.app/mcp",
      "transport": "streamable-http"
    }
  }
}

Measured tools (6)

• structure_text

  Convert messy text to strict JSON schema. Use for emails, chat logs, unstructured input. Schemas: invoice, receipt, contact, resume.

  Parameters:

  • text (required) — string — Raw text to structure
  • schema_name — string — Target schema: invoice, receipt, contact, resume

  Hints: read-only not declared · destructive not declared · idempotent not declared · open-world not declared

• parse_invoice

  Parse invoice text into vendor, amount, due_date, line_items (with math_check).

  Parameters:

  • text (required) — string — Invoice text or PDF extract

  Hints: read-only not declared · destructive not declared · idempotent not declared · open-world not declared

• extract_table

  Extract HTML or markdown tables into JSON rows.

  Parameters:

  • html (required) — string — HTML or table content

  Hints: read-only not declared · destructive not declared · idempotent not declared · open-world not declared

• normalize_data

  Normalize data object to a named schema (invoice, receipt, contact, resume).

  Parameters:

  • data (required) — object — Input data object
  • target_schema (required) — string — Target schema name

  Hints: read-only not declared · destructive not declared · idempotent not declared · open-world not declared

• validate_structure

  Validate JSON against a schema. Enforces field presence and types (string/number/date/array).

  Parameters:

  • data (required) — object
  • schema_name (required) — string

  Hints: read-only not declared · destructive not declared · idempotent not declared · open-world not declared

• get_schema

  Discover schema shapes. Pass name for one schema, or omit to list all curated schemas.

  Parameters:

  • name — string — Schema name; omit to list all

  Hints: read-only not declared · destructive not declared · idempotent not declared · open-world not declared

Publisher website

Measured by MCPYP probing. Untested fields are omitted, never estimated. Listing is always free; MCPYP never proxies calls or stores user tokens.