Use Truncation Detector with your AI.
Connect your account once and let the AI you already use work with it, without building another integration. Detects and repairs truncated LLM outputs to restore structural integrity.
Developed, maintained, and hosted by Vinkius.
MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED
Waiting for input…
Works with modern AI clients that support MCP, including ChatGPT, Claude, Cursor, and more.
Complete set · 3 capabilities
The complete Truncation Detector capability set.
These are the exact actions your AI can choose when you ask it to work with Truncation Detector.
01-03
3 capabilities in this set.
Part of 3 available through Truncation Detector.
- 01
Detect truncation
- 02
Repair truncated text
- 03
Validate structural integrity
Observed, not estimated
787ms average. Fast in production.
Truncation Detector is checked daily against the live service.
- Fastest day
- 586ms
- Slowest day
- 982ms
- 14-day trend
- Slowing+19%
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 Truncation Detector, so you can see the experience inside your AI.
It does not authenticate your account with Truncation Detector. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
Truncation Detector Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_S5jsGGpVZ0IpxQh0m6FY4ZQTJwTFMGFjYH26ezuU/mcpClaude Desktop
Follow the steps below to connect in seconds.
- 1In Claude Desktop, open Settings → Connectors.
- 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
- 3Click Add and start a new chat — Truncation Detector capabilities are ready to use.
{
"mcpServers": {
"truncation-detector-graceful-terminator-mcp": {
"url": "https://edge.vinkius.com/vk_preview_S5jsGGpVZ0IpxQh0m6FY4ZQTJwTFMGFjYH26ezuU/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 Truncation Detector owners ask.
- 01
How does the capability detect if a response is truncated?
The detect_truncation capability checks for missing terminal punctuation, mid-word cutoffs, and unmatched opening symbols like braces or brackets.
- 02
Can I use this to fix broken JSON outputs?
Yes, repair_truncated_text is designed to append the correct closing sequences to restore the structural validity of JSON, Markdown, and other formats.
- 03
What formats are supported for validation?
The validate_structural_integrity capability supports plain_text, json, and markdown formats.
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