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Vinkius

Hallucinated Citation Checker Connector for AI agents.

3 live capabilities

Mathematically verify RAG citations and detect quote fabrications

Live agent request Hallucinated Citation Checker / Connector

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AI Agent

Why people use Hallucinated Citation Checker

Stop RAG hallucinations with Hallucinated Citation Exact Match Checker

With this MCP, that manual squinting disappears. You feed the quote and the source into your agent, and it immediately tells you if the citation is a perfect match or a total fabrication. You get the exact location of any errors, turning a guessing game into a precise engineering task.

  • Claude
  • ChatGPT
  • Gemini
  • Cursor
  • Visual Studio Code
  • Windsurf

What Vinkius changes

You get mathematical proof of whether a citation is real or a hallucination.

Use it from Claude, ChatGPT, Cursor or another AI client you already have.

One account · 6,100+ Connectors

  1. Real-world use case 01

    Automated RAG Benchmarking

    An engineer needs to test a new retrieval model.

  2. Real-world use case 02

    Real-time Citation Auditing

    A legal tech agent is generating summaries.

  3. Real-world use case 03

    Debugging Model Drift

    A developer notices a model is getting 'lazy' with quotes.

Complete set · 3capabilities

The complete Hallucinated Citation Checker capability set.

These are the exact actions your AI can choose when you ask it to work with Hallucinated Citation Checker.

Capability set01 / 01

01—03

3 capabilities in this set.

Part of 3 available through Hallucinated Citation Checker.

  1. 01 Capability

    Analyze mismatch locations

    Locates the exact character offsets where the text deviates from the truth. This helps you see exactly where the error occurred.

  2. 02 Capability

    Calculate citation validity

    Returns a high-level reliability rating for a citation. It tells you if a quote is Valid or Hallucinated.

  3. 03 Capability

    Verify quote integrity

    Checks if a specific quote is a faithful representation of the source. It calculates match percentages for accuracy.

Set up in minutes

One URL. Then ask Hallucinated Citation Checker to work.

Claude and ChatGPT only need the Connector URL. Copy it once, add it in settings, and use Hallucinated Citation Checker from the conversation.

Choose your client

Live preview
Advanced clients IDE · CLI

Claude · Web + desktop

Official guide ↗

Connector URL · ready to paste

Streamable HTTP
https://edge.vinkius.com/vk_preview_0S8qFxFB5LoJcbQrcUjdXhGOAKA9C4IGpGsgezUr/mcp
  1. Step 01

    Open Connectors

    In Claude Web or Claude Desktop, open Settings and choose Connectors.

  2. Step 02

    Add the URL

    Choose Add custom connector, name it Hallucinated Citation Checker, and paste the URL above.

  3. Step 03

    Turn it on in chat

    Select +, open Connectors, and enable Hallucinated Citation Checker for the conversation.

Where the request belongs

Work Hallucinated Citation Checker can move forward.

Built around the request

This is for engineers and researchers who can't afford 'close enough' when it comes to factual accuracy in automated systems.

01

AI Engineer

Verifying that RAG pipelines are actually retrieving and quoting the correct documents.

02

Data Scientist

Evaluating the hallucination rates of different model versions during benchmarking.

03

QA Automation Engineer

Building automated testing suites to catch citation errors before they hit production.

Bring your own AI

Change the model, client or framework. Keep Hallucinated Citation Checker connected.

  • Claude
  • ChatGPT
  • Gemini
  • Cursor
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  • Windsurf
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Before you connect

Questions about Hallucinated Citation Checker.

The practical details behind the request, access and result.

How does the Hallucinated Citation Exact Match Checker prevent AI errors?

It uses deterministic character-level comparisons to check if a quote is an exact match to the source, rather than relying on the AI's own probabilistic guesses.

Can I use this Hallucinated Citation Exact Match Checker to find where a quote is wrong?

Yes. You can use it to find the specific character offsets where a generated quote deviates from the original source text.

Will this work with my existing RAG setup?

Yes, as long as you are using an MCP-compatible client like Claude, Cursor, or Windsurf, you can connect this to your RAG workflow immediately.

What is the difference between a partial match and a hallucination?

A partial match means the quote is similar but has deviations, while a hallucination means the text is not present in the source at all.

Is the Hallucinated Citation Exact Match Checker useful for automated testing?

Absolutely. It's designed for developers who need to programmatically verify the factual integrity of agent outputs during testing or in production.

How does the capability detect hallucinations?

The capability uses Levenshtein distance and longest common substring algorithms to calculate a hallucination score based on character deviation from the ground truth.

Can I see exactly where a quote is wrong?

Yes, by using analyze_mismatch_locations, you receive a list of character offsets indicating exactly where the generated text diverges from the source.

What is a 'Valid' citation according to this capability?

A citation is rated as 'Valid' when the verify_quote_integrity capability returns a 100% verbatim match.

One connection away

Give your agent a direct line to Hallucinated Citation Checker.

Connect Hallucinated Citation Checker once. Keep it beside 6,100+ managed Connectors when the next task needs more.

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