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Connect Survey Question Bias Detector to ChatGPT and Claude

Set it up once and it works in ChatGPT, Claude, Cursor, and any other client you love. It all runs safely in the background, so you can relax and focus on what really matters. Clean up your survey design and fix flawed question logic.

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

Your AI does the work. We keep it safe and sound.

No other AI tool gives you this. Your workflow runs in the client you already love, your account stays protected, and you decide what the agent can and cannot do. It is the whole reason to make the switch.

Each Connector lives inside our infrastructure, the same place where your workflow runs. The three things below are already part of it, working quietly in the background so you never have to think about them. Nothing to add, nothing to set up, nothing to worry about.

A futuristic MCP client docking bay
V8 Isolate01

Each Connector runs inside its own sealed environment.

Each Connector runs inside its own sealed V8 runtime — no access to your files, your system, or other servers. A Connector never sees past its own request.

Kill Switch02

One switch stops every agent. Instantly.

One action deactivates every Connector, revokes every token, and ends every session at once. AI Governance keeps the record.

FinOps per User03

Spending limits that pause instead of surprise.

Every user keeps their own connections and credentials, isolated from everyone else. Anything that would cross your spending limit is held for your approval, not billed.

Three controls, built into the layer your AI connects through.

Curated set · 5 capabilities

We ship only the actions that matter.

Capability set01 / 02

01-03

3 capabilities in this set.

Part of 5 available through Survey Question Bias Detector.

  1. 01

    Evaluate cognitive load

    This capability measures how difficult a question is to process. It looks at sentence length and complexity to see if you're overwhelming respondents.

  2. 02

    Scan leading language

    This capability flags biased or loaded words. It finds adjectives like 'amazing' or 'must' that push respondents toward a specific answer.

  3. 03

    Identify negation confusion

    This capability detects double negatives. It catches phrasing that might confuse people and leads to incorrect data.

Capability set02 / 02

04-05

2 capabilities in this set.

Part of 5 available through Survey Question Bias Detector.

  1. 04

    Verify scale symmetry

    This capability checks your response options. It ensures your scales are balanced so you don't accidentally nudge people toward one side.

  2. 05

    Check conjunction complexity

    This capability finds double-barreled questions. It identifies when you've used conjunctions to combine two separate topics into one question.

Real work

What teams actually run

01

NPS Optimization

Check your Net Promoter Score questions to ensure the wording isn't pushing for a specific rating.

02

UX Survey Audits

Run your user feedback forms through the MCP to find confusing double negatives.

03

Market Research Validation

Verify that your consumer preference scales are balanced and fair.

04

Academic Research

Use the capability to ensure survey methodology meets strict linguistic standards.

One connector, every AI

Survey Question Bias Detector works with the most popular AI clients.

These are the most popular clients, each with a step-by-step guide: one link, set up once, with governance and visibility built in. And because everything runs on the MCP standard, the same connection also works in any other compatible client — nothing to rebuild.

ClaudeClaudeChatGPTChatGPTGeminiGeminiPerplexityPerplexityGrokGrokMicrosoft CopilotMicrosoft CopilotCursorCursorVS CodeVS CodeWindsurfWindsurfJetBrainsJetBrainsClineClineLangChainLangChainVercel AI SDKVercel AI SDKLovableLovableZ.aiZ.aiRaycastRaycastQwen CodeQwen CodeKimi CodeKimi CodeLe ChatLe Chat

Building your own app? The connector is yours to use.

You don't need a client to put Survey Question Bias Detector to work: the same hosted connection plugs into your own applications and agent code, with the same governance on every request. Build with it, chat with it — one connection for both.

Observed, not estimated

679ms average. Fast in production.

Survey Question Bias Detector is checked daily against the live service.

Daily averagePeak 834ms
Oct 3Today
Fastest day
554ms
Slowest day
834ms
14-day trend
Improving-6%

Connect your client

One URL. Every client.

Activate the Connector, copy your link, and paste it into the client you already use. 5 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 Survey Question Bias Detector, so you can see the experience inside your AI.

It does not authenticate your account with Survey Question Bias Detector. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.

Survey Question Bias Detector Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_v0qgJaxUfO7Htt4jKvIXE7AO1ifqZf1XEP8pymDX/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 — Survey Question Bias Detector capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "survey-question-bias-detector-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_v0qgJaxUfO7Htt4jKvIXE7AO1ifqZf1XEP8pymDX/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

Guided setup for Claude? Set up Survey Question Bias Detector in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Survey Question Bias Detector owners hand off.

Researchers and data analysts who need to ensure their survey instruments produce clean, unbiased data.

  • 01

    UX Researchers

    They hand over user interview scripts and usability survey drafts to the AI for bias checks.

  • 02

    Market Researchers

    They use the MCP to audit NPS and consumer sentiment questions before deployment.

  • 03

    Data Scientists

    They check survey logic to ensure the incoming data isn't skewed by structural flaws.

FAQ

Questions Survey Question Bias Detector owners ask.

  • 01

    How does this MCP help with survey bias?

    It uses specific capabilities to find loaded words, leading language, and unbalanced scales that can skew your data.

  • 02

    Can I use this with Claude or Cursor?

    Yes, you can connect this MCP to any compatible client like Claude, Cursor, or Windsurf through the Vinkius platform.

  • 03

    What is a double-barreled question?

    It is a question that asks about two different things but only allows for one answer. The check_conjunction_complexity capability identifies these.

  • 04

    Does this capability fix the questions for me?

    The MCP identifies the flaws and explains why they are problematic, allowing you to rewrite them accurately.

  • 05

    How do I check for cognitive load?

    You can use the evaluate_cognitive_load capability to see if your question length or complexity is too high for respondents.

  • 06

    How does it detect leading language?

    The scan_leading_language capability compares your text against a lexicon of loaded words to identify potential bias.

  • 07

    Can I check for double-barreled questions?

    Yes, use the check_conjunction_complexity capability to find conjunctions like 'and' or 'or' that merge multiple concepts.

  • 08

    Does it support NPS scales?

    Yes, use verify_scale_symmetry to check if your response labels are balanced and include a neutral midpoint.

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