Hallucinated Citation Checker Connector for AI agents.
3 live capabilities
Mathematically verify RAG citations and detect quote fabrications
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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.
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
- Real-world use case 01
Automated RAG Benchmarking
An engineer needs to test a new retrieval model.
- Real-world use case 02
Real-time Citation Auditing
A legal tech agent is generating summaries.
- 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.
01—03
3 capabilities in this set.
Part of 3 available through Hallucinated Citation Checker.
- 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.
- 02 Capability
Calculate citation validity
Returns a high-level reliability rating for a citation. It tells you if a quote is Valid or Hallucinated.
- 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 previewAdvanced clients IDE · CLI
Claude · Web + desktop
Connector URL · ready to paste
Streamable HTTPhttps://edge.vinkius.com/vk_preview_0S8qFxFB5LoJcbQrcUjdXhGOAKA9C4IGpGsgezUr/mcp - Step 01
Open Connectors
In Claude Web or Claude Desktop, open Settings and choose Connectors.
- Step 02
Add the URL
Choose Add custom connector, name it Hallucinated Citation Checker, and paste the URL above.
- Step 03
Turn it on in chat
Select +, open Connectors, and enable Hallucinated Citation Checker for the conversation.
ChatGPT · Web + desktop
Connector URL · ready to paste
Streamable HTTPhttps://edge.vinkius.com/vk_preview_0S8qFxFB5LoJcbQrcUjdXhGOAKA9C4IGpGsgezUr/mcp - Step 01
Open MCP settings
On desktop, open Settings and MCP servers. On web, open your workspace app or connector settings.
- Step 02
Add the URL
Choose Add server with Streamable HTTP, or create a custom MCP app, then paste the Hallucinated Citation Checker URL.
- Step 03
Save and start
Save the connection and enable Hallucinated Citation Checker in your conversation. Desktop may ask you to restart once.
Cursor · IDE configuration
Advanced setup
{
"mcpServers": {
"hallucinated-citation-exact-match-checker": {
"url": "https://edge.vinkius.com/vk_preview_0S8qFxFB5LoJcbQrcUjdXhGOAKA9C4IGpGsgezUr/mcp"
}
}
} - Step 01
Open MCP Settings
Press Cmd+Shift+P (macOS) or Ctrl+Shift+P (Windows/Linux) → search "MCP Settings"
- Step 02
Add the server config
Paste the JSON configuration above into the mcp.json file that opens
- Step 03
Save the file
Cursor will automatically detect the new Connector
- Step 04
Start using Hallucinated Citation Checker
Open Agent mode in chat and ask: "Using Hallucinated Citation Checker, help me...". 3 tools available
VS Code Copilot · IDE configuration
Advanced setup
{
"mcpServers": {
"hallucinated-citation-exact-match-checker": {
"url": "https://edge.vinkius.com/vk_preview_0S8qFxFB5LoJcbQrcUjdXhGOAKA9C4IGpGsgezUr/mcp"
}
}
} - Step 01
Create MCP config
Create a .vscode/mcp.json file in your project root
- Step 02
Add the server config
Paste the JSON configuration above
- Step 03
Enable Agent mode
Open GitHub Copilot Chat and switch to Agent mode using the dropdown
- Step 04
Start using Hallucinated Citation Checker
Ask Copilot: "Using Hallucinated Citation Checker, help me...". 3 tools available
Windsurf · IDE configuration
Advanced setup
{
"mcpServers": {
"hallucinated-citation-exact-match-checker": {
"url": "https://edge.vinkius.com/vk_preview_0S8qFxFB5LoJcbQrcUjdXhGOAKA9C4IGpGsgezUr/mcp"
}
}
} - Step 01
Open MCP Settings
Go to Settings → MCP Configuration or press Cmd+Shift+P and search "MCP"
- Step 02
Add the server
Paste the JSON configuration above into mcp_config.json
- Step 03
Save and reload
Windsurf will detect the new server automatically
- Step 04
Start using Hallucinated Citation Checker
Open Cascade and ask: "Using Hallucinated Citation Checker, help me...". 3 tools available
Cline · IDE configuration
Advanced setup
{
"mcpServers": {
"hallucinated-citation-exact-match-checker": {
"url": "https://edge.vinkius.com/vk_preview_0S8qFxFB5LoJcbQrcUjdXhGOAKA9C4IGpGsgezUr/mcp"
}
}
} - Step 01
Open Cline MCP Settings
Click the Connectors icon in the Cline sidebar panel
- Step 02
Add remote server
Click "Add Connector" and paste the configuration above
- Step 03
Enable the server
Toggle the server switch to ON
- Step 04
Start using Hallucinated Citation Checker
Ask Cline: "Using Hallucinated Citation Checker, help me...". 3 tools available
Claude Code · Terminal command
Advanced setup
claude mcp add hallucinated-citation-exact-match-checker --transport http "https://edge.vinkius.com/vk_preview_0S8qFxFB5LoJcbQrcUjdXhGOAKA9C4IGpGsgezUr/mcp" - Step 01
Install Claude Code
Run npm install -g @anthropic-ai/claude-code if not already installed
- Step 02
Add the Connector
Run the command above in your terminal
- Step 03
Verify the connection
Run claude mcp to list connected servers, or type /mcp inside a session
- Step 04
Start using Hallucinated Citation Checker
Ask Claude: "Using Hallucinated Citation Checker, show me...". 3 tools are ready
Where the request belongs
Work Hallucinated Citation Checker can move forward.
This is for engineers and researchers who can't afford 'close enough' when it comes to factual accuracy in automated systems.
AI Engineer
Verifying that RAG pipelines are actually retrieving and quoting the correct documents.
Data Scientist
Evaluating the hallucination rates of different model versions during benchmarking.
QA Automation Engineer
Building automated testing suites to catch citation errors before they hit production.
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Bring your own AI
Change the model, client or framework. Keep Hallucinated Citation Checker connected.
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Claude -
ChatGPT -
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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
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