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Connect Truncation Detector Graceful Terminator to your AI

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. Fix broken code and text when your AI hits token limits.

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 · 3 capabilities

We ship only the actions that matter.

Capability set01 / 01

01-03

3 capabilities in this set.

Part of 3 available through Truncation Detector.

  1. 01

    Detect truncation

    This capability checks if an output was cut off by looking for mid-word breaks or missing punctuation.

  2. 02

    Repair truncated text

    This capability uses a stack-based method to append the missing closing characters needed to fix broken JSON or Markdown.

  3. 03

    Validate structural integrity

    This capability verifies that plain text, JSON, or Markdown structures are complete and syntactically correct.

Real work

What teams actually run

01

JSON Data Recovery

Fix a JSON object that stopped mid-stream so it can be parsed by your application.

02

Markdown Cleanup

Repair broken Markdown headers or lists that were cut off during generation.

03

Automated Debugging

Let your agent check its own work for completeness before moving to the next step.

04

Text Processing

Ensure plain text responses have proper terminal punctuation.

One connector, every AI

Truncation 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 Truncation 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

846ms average. Fast in production.

Truncation Detector is checked daily against the live service.

Daily averagePeak 1207ms
Oct 3Today
Fastest day
642ms
Slowest day
1207ms
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. 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.

Connector linkhttps://edge.vinkius.com/vk_preview_S5jsGGpVZ0IpxQh0m6FY4ZQTJwTFMGFjYH26ezuU/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 — Truncation Detector capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "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

Guided setup for Claude? Set up Truncation Detector in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Truncation Detector owners hand off.

Developers and data engineers who build workflows relying on consistent AI outputs.

  • 01

    Software Engineers

    They hand off broken JSON outputs to the MCP to prevent parser errors.

  • 02

    Data Scientists

    They use it to clean up truncated datasets generated by LLMs.

  • 03

    AI Agents Builders

    They use this to ensure their autonomous agents don't fail due to malformed text.

FAQ

Questions Truncation Detector owners ask.

  • 01

    How does the MCP fix broken JSON?

    It uses a deterministic stack-based approach to identify unclosed braces and brackets, then appends the required characters to make the JSON valid.

  • 02

    What formats does the structural validation support?

    The capability can validate the integrity of plain text, JSON, and Markdown formats.

  • 03

    Can this MCP detect if a sentence is incomplete?

    Yes, it checks for mid-word cutoffs and missing terminal punctuation to identify incomplete text.

  • 04

    Which AI clients can use this MCP?

    You can use this with any MCP-compatible client like Claude, Cursor, or Windsurf.

  • 05

    Do I need to host this myself?

    No, Vinkius hosts and manages the MCP for you, so it is ready to use immediately after connection.

  • 06

    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.

  • 07

    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.

  • 08

    What formats are supported for validation?

    The validate_structural_integrity capability supports plain_text, json, and markdown formats.

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