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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use Tool Argument Completeness Checker with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Audits LLM capability calls to detect missing parameters and value hallucinations.

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 Tool Argument Completeness Checker capability set.

These are the exact actions your AI can choose when you ask it to work with Tool Argument Completeness Checker.

Capability set01 / 01

01-03

3 capabilities in this set.

Part of 3 available through Tool Argument Completeness Checker.

  1. 01

    Tool extract raw matches

    Low-level scan for argument-value pairs

  2. 02

    Tool get argument coverage

    Provides a high-level summary of capability adherence

  3. 03

    Tool validate extraction

Observed, not estimated

827ms average. Fast in production.

Tool Argument Completeness Checker is checked daily against the live service.

Daily averagePeak 1009ms
Aug 20Today
Fastest day
677ms
Slowest day
1009ms
14-day trend
Stable-1%

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 Tool Argument Completeness Checker, so you can see the experience inside your AI.

It does not authenticate your account with Tool Argument Completeness Checker. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.

Tool Argument Completeness Checker Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_Sh49pxTulCI60lpzZ6L6JqIUNUHe1MBWDnt97cIU/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 — Tool Argument Completeness Checker capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "tool-argument-completeness-checker-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_Sh49pxTulCI60lpzZ6L6JqIUNUHe1MBWDnt97cIU/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 Tool Argument Completeness Checker owners ask.

  • 01

    How does the capability detect hallucinations?

    It compares the extracted argument values against a provided list of valid enums using tool_validate_extraction. If a value is found that isn't in the list, it is flagged as a hallucination.

  • 02

    What is the difference between a missing argument and a hallucination?

    A missing argument is a required field that was not mentioned in the text at all. A hallucination is a field that was mentioned, but with an invalid value that does not match the allowed set.

  • 03

    Can I use this to scan raw text for any potential values?

    Yes, you can use tool_extract_raw_matches to perform a low-level scan of text using specific keywords as anchors to find potential argument-value pairs.

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