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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use LLM Output JSON Extractor with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Isolates valid JSON objects from mixed markdown/text LLM outputs using deterministic bracket-matching.

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 LLM Output JSON Extractor capability set.

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

Capability set01 / 01

01-03

3 capabilities in this set.

Part of 3 available through LLM Output JSON Extractor.

  1. 01

    Extract JSON

    Extracts the first valid JSON object from a raw string

  2. 02

    Get extraction metadata

    Provides metrics on the extraction process

  3. 03

    Validate structure

    Parse() without errors. Validates if a string is syntactically correct JSON

Observed, not estimated

631ms average. Fast in production.

LLM Output JSON Extractor is checked daily against the live service.

Daily averagePeak 816ms
Aug 20Today
Fastest day
500ms
Slowest day
816ms
14-day trend
Slowing+49%

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 LLM Output JSON Extractor, so you can see the experience inside your AI.

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

LLM Output JSON Extractor Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_kdxskOFObqBjX4zZ3XIH72lIeNT65MbwKJYdv7jZ/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 — LLM Output JSON Extractor capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "llm-output-json-extractor-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_kdxskOFObqBjX4zZ3XIH72lIeNT65MbwKJYdv7jZ/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 LLM Output JSON Extractor owners ask.

  • 01

    How does the extractor handle multiple JSON objects in one string?

    The extractor scans from left to right and stops at the very first completed structure that passes structural validation.

  • 02

    Can I use this to check if a string is valid JSON?

    Yes, you can use the validate_structure capability to confirm if a specific segment of text is syntactically correct and parsable.

  • 03

    What happens if the braces are unbalanced?

    If the parser detects unbalanced braces, it will mark isValid as false and return an empty string for the extracted content.

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