StructForge MCP

An MCP server that allows agents to convert unstructured text, PDFs, and emails into strict JSON schemas. It provides tools for structuring text, parsing invoices, extracting tables, normalizing data, and validating structure to ensure data integrity for downstream applications.

Endpoint and access

No sign-in to connect and list tools. Individual tools may still need a vendor account, credentials, or permissions; check the documented prerequisites.

Vendor evidenceStreamable HTTPNo sign-inEndpoint checked 2026-11-06Operated by StructForge

You need:Auth: API key header `X-API-Key`

MCP endpoint (Streamable HTTP)

https://structforge.askqa.app/mcp

Vendor documentation

What its tools do

6 tools, grouped by the hints the server advertises. Hints are self-declared, not verified behavior.

Not annotated (6)

structure_text
parse_invoice
extract_table
normalize_data
validate_structure
get_schema

6 of 6 have a description · 0 of 6 declare behavior hints · 5 of 6 with parameters document them all

Checks and signals

Each line is separate evidence, not a trust score.

Passed Endpoint answered the live check · Nov 6, 2026, 1:37 PM UTC
Passed Official MCP Registry namespace is tied to askqa.app · Nov 6, 2026, 1:23 PM UTC
Passed Endpoint is on the registry namespace domain · Nov 6, 2026, 1:23 PM UTC
Availability 1 of 1 checks passed in 30 days

What you can do with it

Turn messy text into strict JSON schemas
Parse invoices from documents
Extract tables from unstructured data
Validate data structure integrity

Source and maintenance

Vendor evidenceRegistry 1.1.0

mcp-registry: app.askqa/structforge@1.1.0 Project website

Protocol and capabilities

Server: structforge 1.1.0
MCP protocol negotiated in check: 2025-11-25
Tools: 6 advertised
Resources: Not advertised
Resource templates: Not advertised
Prompts: Not advertised

Server-advertised capabilities

{
  "tools": {
    "listChanged": true
  }
}

Tools

6 advertised

structure_text

Advertised by the server during the last successful anonymous check.

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

structure_text input schema

{
  "type": "object",
  "$schema": "http://json-schema.org/draft-07/schema#",
  "required": [
    "text"
  ],
  "properties": {
    "text": {
      "type": "string",
      "description": "Raw text to structure"
    },
    "schema_name": {
      "type": "string",
      "default": "generic",
      "description": "Target schema: invoice, receipt, contact, resume"
    }
  },
  "additionalProperties": false
}

parse_invoice

Advertised by the server during the last successful anonymous check.

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

parse_invoice input schema

{
  "type": "object",
  "$schema": "http://json-schema.org/draft-07/schema#",
  "required": [
    "text"
  ],
  "properties": {
    "text": {
      "type": "string",
      "description": "Invoice text or PDF extract"
    }
  },
  "additionalProperties": false
}

extract_table

Advertised by the server during the last successful anonymous check.

Extract HTML or markdown tables into JSON rows.

extract_table input schema

{
  "type": "object",
  "$schema": "http://json-schema.org/draft-07/schema#",
  "required": [
    "html"
  ],
  "properties": {
    "html": {
      "type": "string",
      "description": "HTML or table content"
    }
  },
  "additionalProperties": false
}

normalize_data

Advertised by the server during the last successful anonymous check.

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

normalize_data input schema

{
  "type": "object",
  "$schema": "http://json-schema.org/draft-07/schema#",
  "required": [
    "data",
    "target_schema"
  ],
  "properties": {
    "data": {
      "type": "object",
      "description": "Input data object",
      "additionalProperties": {}
    },
    "target_schema": {
      "type": "string",
      "description": "Target schema name"
    }
  },
  "additionalProperties": false
}

validate_structure

Advertised by the server during the last successful anonymous check.

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

validate_structure input schema

{
  "type": "object",
  "$schema": "http://json-schema.org/draft-07/schema#",
  "required": [
    "data",
    "schema_name"
  ],
  "properties": {
    "data": {
      "type": "object",
      "additionalProperties": {}
    },
    "schema_name": {
      "type": "string"
    }
  },
  "additionalProperties": false
}

get_schema

Advertised by the server during the last successful anonymous check.

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

get_schema input schema

{
  "type": "object",
  "$schema": "http://json-schema.org/draft-07/schema#",
  "properties": {
    "name": {
      "type": "string",
      "description": "Schema name; omit to list all"
    }
  },
  "additionalProperties": false
}

Prompts

Not advertised

No prompt definitions available.

Resources

Not advertised

No resource definitions available.

90-day uptime

A lightweight connection check about every six hours, sampled on hosts with many listings. It shows the server answered, not that its tools work.

Too few checks for a percentage yet (1 of 1 answered).

2026-11-06: 1 of 1 checks answered

30-day availability

Aggregated from read-only remote checks; this is not a tool-execution or security guarantee.

Successful checks: 1 of 1 (100%)
Average latency: 410 ms
95th percentile latency: 410 ms

Maintenance history

Public check and source-refresh events. Editorial and ownership records remain private.

Nov 6, 2026, 1:37 PM UTC · probe · passed · 410 ms · metadata changed · 6 tool(s)

Connect from your client

Each snippet registers the same endpoint; pick the client you use.

This server is operated by the named third party. Listing and endpoint checks are not an endorsement or a security audit. Review the operator's permissions, terms, and data handling before connecting. How listings are checked and corrected.

Claude Code

Run this once in a terminal. It registers the remote server. Use --scope project to write .mcp.json for the repo.

Claude Code configuration

claude mcp add --transport http structforge-mcp https://structforge.askqa.app/mcp

Codex

Run this once. Codex stores MCP servers in ~/.codex/config.toml (or .codex/config.toml in a trusted project).

Codex configuration

codex mcp add structforge-mcp --url https://structforge.askqa.app/mcp

Cursor

Merge this server into .cursor/mcp.json in your project, then enable structforge-mcp in your MCP settings.

Cursor configuration

{
  "mcpServers": {
    "structforge-mcp": {
      "url": "https://structforge.askqa.app/mcp"
    }
  }
}

Cline

Merge this into cline_mcp_settings.json (Cline → MCP Servers → Configure).

Cline configuration

{
  "mcpServers": {
    "structforge-mcp": {
      "type": "streamableHttp",
      "url": "https://structforge.askqa.app/mcp",
      "disabled": false
    }
  }
}

VS Code

Merge this server into .vscode/mcp.json. Use MCP: List Servers to start structforge-mcp and inspect its tools.

VS Code configuration

{
  "servers": {
    "structforge-mcp": {
      "type": "http",
      "url": "https://structforge.askqa.app/mcp"
    }
  }
}

Gemini CLI

Run this once. It writes .gemini/settings.json in the current project; pass --scope user for ~/.gemini/settings.json.

Gemini CLI configuration

gemini mcp add --transport http structforge-mcp https://structforge.askqa.app/mcp

Claude Desktop

Open Claude Settings > Connectors > Add custom connector, enter this server URL and enable it for the conversation. This is a manual remote-connector handoff, not a desktop JSON configuration.

Claude Desktop configuration

https://structforge.askqa.app/mcp

Windsurf

Merge this into ~/.codeium/windsurf/mcp_config.json, then refresh MCP in Cascade. Windsurf remote servers use serverUrl, not url.

Windsurf configuration

{
  "mcpServers": {
    "structforge-mcp": {
      "serverUrl": "https://structforge.askqa.app/mcp"
    }
  }
}

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Do you run StructForge MCP?

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