Truncation Detector & Graceful Terminator Connector for AI agents.
3 live capabilities
Fix broken JSON and Markdown outputs from your AI client
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Why people use Truncation Detector & Graceful Terminator
Fix broken data structures with Truncation Detector & Graceful Terminator
With this MCP, that manual cleanup disappears. Instead of hunting for a missing brace or a forgotten quote, you let the agent check its own work. It identifies the break and patches the structure, giving you clean, valid data that's ready to be used immediately.
What Vinkius changes
That it turns broken, unusable AI fragments into valid, structured data.
Use it from Claude, ChatGPT, Cursor or another AI client you already have.
One account · 6,100+ Connectors
- Real-world use case 01
Automated JSON Data Extraction
An agent extracts data from a long document into JSON, but hits a limit.
- Real-world use case 02
Markdown Report Generation
An agent writes a long technical report in Markdown.
- Real-world use case 03
Agentic Workflow Debugging
A developer uses the MCP to identify exactly why an automated agent's output is causing errors in a production environment.
Complete set · 3capabilities
The complete Truncation Detector & Graceful Terminator capability set.
These are the exact actions your AI can choose when you ask it to work with Truncation Detector & Graceful Terminator.
01—03
3 capabilities in this set.
Part of 3 available through Truncation Detector & Graceful Terminator.
- 01 Capability
Detect truncation
Checks if a response was cut off by looking for missing punctuation or unclosed structural elements. It's the first step in identifying broken data.
- 02 Capability
Repair truncated text
Appends the missing closing characters to fix broken JSON or Markdown. It restores the structural validity of the text.
- 03 Capability
Validate structural integrity
Verifies that plain text, JSON, or Markdown is complete and properly formatted. It ensures the output is safe to use.
Set up in minutes
One URL. Then ask Truncation Detector & Graceful Terminator to work.
Claude and ChatGPT only need the Connector URL. Copy it once, add it in settings, and use Truncation Detector & Graceful Terminator 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_S5jsGGpVZ0IpxQh0m6FY4ZQTJwTFMGFjYH26ezuU/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 Truncation Detector & Graceful Terminator, and paste the URL above.
- Step 03
Turn it on in chat
Select +, open Connectors, and enable Truncation Detector & Graceful Terminator for the conversation.
ChatGPT · Web + desktop
Connector URL · ready to paste
Streamable HTTPhttps://edge.vinkius.com/vk_preview_S5jsGGpVZ0IpxQh0m6FY4ZQTJwTFMGFjYH26ezuU/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 Truncation Detector & Graceful Terminator URL.
- Step 03
Save and start
Save the connection and enable Truncation Detector & Graceful Terminator in your conversation. Desktop may ask you to restart once.
Cursor · IDE configuration
Advanced setup
{
"mcpServers": {
"truncation-detector-graceful-terminator": {
"url": "https://edge.vinkius.com/vk_preview_S5jsGGpVZ0IpxQh0m6FY4ZQTJwTFMGFjYH26ezuU/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 Truncation Detector & Graceful Terminator
Open Agent mode in chat and ask: "Using Truncation Detector & Graceful Terminator, help me...". 3 tools available
VS Code Copilot · IDE configuration
Advanced setup
{
"mcpServers": {
"truncation-detector-graceful-terminator": {
"url": "https://edge.vinkius.com/vk_preview_S5jsGGpVZ0IpxQh0m6FY4ZQTJwTFMGFjYH26ezuU/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 Truncation Detector & Graceful Terminator
Ask Copilot: "Using Truncation Detector & Graceful Terminator, help me...". 3 tools available
Windsurf · IDE configuration
Advanced setup
{
"mcpServers": {
"truncation-detector-graceful-terminator": {
"url": "https://edge.vinkius.com/vk_preview_S5jsGGpVZ0IpxQh0m6FY4ZQTJwTFMGFjYH26ezuU/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 Truncation Detector & Graceful Terminator
Open Cascade and ask: "Using Truncation Detector & Graceful Terminator, help me...". 3 tools available
Cline · IDE configuration
Advanced setup
{
"mcpServers": {
"truncation-detector-graceful-terminator": {
"url": "https://edge.vinkius.com/vk_preview_S5jsGGpVZ0IpxQh0m6FY4ZQTJwTFMGFjYH26ezuU/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 Truncation Detector & Graceful Terminator
Ask Cline: "Using Truncation Detector & Graceful Terminator, help me...". 3 tools available
Claude Code · Terminal command
Advanced setup
claude mcp add truncation-detector-graceful-terminator --transport http "https://edge.vinkius.com/vk_preview_S5jsGGpVZ0IpxQh0m6FY4ZQTJwTFMGFjYH26ezuU/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 Truncation Detector & Graceful Terminator
Ask Claude: "Using Truncation Detector & Graceful Terminator, show me...". 3 tools are ready
Where the request belongs
Work Truncation Detector can move forward.
This is for developers and data engineers who build automated pipelines where AI-generated JSON or Markdown must be perfectly formatted to avoid breaking downstream applications.
Data Engineer
Ensures that JSON payloads generated by agents don't break ingestion pipelines when they hit token limits.
LLM Developer
Uses it to debug and stabilize agentic workflows that rely on structured data outputs.
Automation Engineer
Prevents workflow failures in automated scripts that parse Markdown or code blocks produced by an agent.
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Bring your own AI
Change the model, client or framework. Keep Truncation Detector connected.
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Claude -
ChatGPT -
Gemini -
Cursor -
VS Code -
Windsurf -
ZCode -
Cline -
Zed -
Continue -
Kiro -
Roo Code -
Zencoder -
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Void -
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Sourcegraph Cody -
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Amazon Q -
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BoltAI -
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Jan -
LM Studio -
AnythingLLM -
Open WebUI -
Msty -
Cherry Studio -
LibreChat -
TypingMind -
Chorus -
5ire -
n8n -
LangChain -
LlamaIndex -
CrewAI -
Vercel AI SDK
Before you connect
Questions about Truncation Detector.
The practical details behind the request, access and result.
How can I fix broken JSON from my AI client using Truncation Detector & Graceful Terminator MCP?
You can use the repair capability to automatically add the missing closing braces or brackets. This turns a broken, partial JSON object into a valid one that your code can actually read.
Will Truncation Detector & Graceful Terminator MCP stop my agent from hitting token limits?
No, it doesn't prevent the limit from being hit. Instead, it fixes the mess left behind when the limit is reached, ensuring the output is still usable.
Can I use Truncation Detector & Graceful Terminator MCP for Markdown files?
Yes. It is specifically designed to handle Markdown, including fixing unclosed code blocks and structural elements that get cut off.
Is Truncation Detector & Graceful Terminator MCP useful for plain text?
Yes, it can detect if a sentence or paragraph ends abruptly mid-word, helping you identify when a response is incomplete.
Does Truncation Detector & Graceful Terminator MCP work with any AI client?
It works with any MCP-compatible client, including Claude, Cursor, and Windsurf, as long as they are connected to the MCP.
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.
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.
What formats are supported for validation?
The validate_structural_integrity capability supports plain_text, json, and markdown formats.
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