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Connect Tool Output Entropy Sanitizer to ChatGPT and Claude

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. Stop sensitive data from leaking into your AI context.

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 Entropy Sanitizer.

  1. 01

    Sanitize text output

    This capability scans text and redacts any high-entropy segments it finds. It returns the cleaned text along with metadata about what was removed.

  2. 02

    Verify window bounds

    This capability checks if a proposed window size is valid. It ensures your analysis stays within the required 16 to 64 character range.

  3. 03

    Evaluate segment entropy

    This capability audits the randomness of a specific string. You must provide a segment at least 16 characters long to get an entropy score.

Real work

What teams actually run

01

Log Analysis

The AI scans system logs and redacts session tokens or keys before processing the error.

02

Code Review

Your agent checks code snippets for hardcoded secrets using entropy checks.

03

API Debugging

The MCP cleans up raw JSON responses that contain sensitive authentication headers.

04

Data Sanitization

An engineer uses the capability to scrub datasets before feeding them into an agent.

One connector, every AI

Entropy Sanitizer 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 Entropy Sanitizer 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

728ms average. Fast in production.

Entropy Sanitizer is checked daily against the live service.

Daily averagePeak 919ms
Oct 3Today
Fastest day
538ms
Slowest day
919ms
14-day trend
Stable+4%

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 Entropy Sanitizer, so you can see the experience inside your AI.

It does not authenticate your account with Entropy Sanitizer. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.

Entropy Sanitizer Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_RBYye7lpd72H7hChCo57WR8zmr0JHIevSFL3BeoO/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 — Entropy Sanitizer capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "tool-output-entropy-sanitizer-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_RBYye7lpd72H7hChCo57WR8zmr0JHIevSFL3BeoO/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 Entropy Sanitizer in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Entropy Sanitizer owners hand off.

Security-conscious developers and engineers who use AI agents to interact with live data or terminal outputs.

  • 01

    DevOps Engineers

    They hand off logs and configuration files to the AI for analysis.

  • 02

    Security Researchers

    They use the MCP to audit text segments for potential secret leakage.

  • 03

    Software Developers

    They use it to prevent local environment variables from entering the AI context.

FAQ

Questions Entropy Sanitizer owners ask.

  • 01

    How does the MCP identify an API key?

    It uses deterministic character frequency analysis to find high-entropy patterns that look like keys or passwords.

  • 02

    What happens to the redacted data?

    The sensitive part is replaced with a tag like [REDACTED_HIGH_ENTROPY:length], which tells the AI what was there without showing the secret.

  • 03

    Can I check the entropy of a specific string?

    Yes, you can use the evaluate_segment_entropy capability for any string that is at least 16 characters long.

  • 04

    What are the window size limits?

    The window size for analysis must be between 16 and 64 characters.

  • 05

    Which AI clients can use this MCP?

    Any MCP-compatible client like Claude, Cursor, Windsurf, or VS Code.

  • 06

    How does the sanitizer identify secrets?

    The server uses Shannon entropy calculation. If a window of text has an entropy score above 4.5, it is flagged as high-risk and redacted.

  • 07

    What happens to the redacted text?

    The high-entropy segment is replaced with a redaction pattern in the format [REDACTED_HIGH_ENTROPY:length], where length is the original character count.

  • 08

    Can I check a specific string without redacting it?

    Yes, you can use the evaluate_segment_entropy capability to get the entropy score and high-entropy flag for a specific text segment without modifying the input.

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