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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use Structured Output Extractor with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Recover structured data from malformed LLM responses using deterministic regex.

Included with plan

Ask AI about this Connector

Developed, maintained, and hosted by Vinkius.

MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED

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Works with modern AI clients that support MCP, including ChatGPT, Claude, Cursor, and more.

ChatGPTClaudeCursorPerplexityGeminiMicrosoft CopilotRaycastMeta AI

Complete set · 3 capabilities

The complete Structured Output Extractor capability set.

These are the exact actions your AI can choose when you ask it to work with Structured Output Extractor.

Capability set01 / 01

01-03

3 capabilities in this set.

Part of 3 available through Structured Output Extractor.

  1. 01

    Validate schema integrity

    Checks if the provided schema definition is logically sound and follows naming conventions

  2. 02

    Extract structured data

    Performs the primary rescue extraction of fields from a block of text using a provided schema

  3. 03

    Get extraction summary

    Provides a high-level overview of a specific extraction attempt's success and reliability

Observed, not estimated

798ms average. Fast in production.

Structured Output Extractor is checked daily against the live service.

Daily averagePeak 948ms
Aug 20Today
Fastest day
626ms
Slowest day
948ms
14-day trend
Slowing+41%

Connect your client

One URL. Every client.

Activate the Connector, copy your link, and paste it into the client you already use. 3 capabilities arrive ready to run.

Preview access · not provider authentication

The vk_preview_* token belongs to Vinkius preview infrastructure. It lets Claude discover and display the capabilities of Structured Output Extractor, so you can see the experience inside your AI.

It does not authenticate your account with Structured Output Extractor. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.

Structured Output Extractor Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_t2JRhUtfAFgS7pSyrQIWZ5Ig2o8n0AmHETaNyAuC/mcp

Claude Desktop

Follow the steps below to connect in seconds.

  1. 1In Claude Desktop, open Settings → Connectors.
  2. 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
  3. 3Click Add and start a new chat — Structured Output Extractor capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "structured-output-extractor-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_t2JRhUtfAFgS7pSyrQIWZ5Ig2o8n0AmHETaNyAuC/mcp"
    }
  }
}
  • Claude
  • ChatGPT
  • Cursor
  • VS Code
  • Windsurf
  • Claude Code
  • JetBrains
  • Cline

Step-by-step instructions for each client are in the guide. How to connect

FAQ

Questions Structured Output Extractor owners ask.

  • 01

    How does this capability extract data without using an LLM?

    The capability uses deterministic regex patterns to locate field names (anchors) and extract the subsequent values based on the expected type (string, number, boolean, or list).

  • 02

    What happens if the LLM response is completely unstructured?

    The extract_structured_data capability will attempt to find the requested fields. If the patterns do not match, the fields will be returned in the missingFields list with a low confidence score.

  • 03

    Can I use this with Cursor or Claude Desktop?

    Yes. You can connect this MCP server to Cursor, VS Code, Claude Desktop, Windsurf, and any other MCP-compatible client via Vinkius Edge.

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