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How to Secure MCP Endpoints with DLP Controls

Apply data-loss-prevention controls to MCP tool calls: outbound query scrubbing, response redaction, and per-agent scoping.

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MCP tool calls are a new data-egress vector. By 2026, security teams require DLP controls on every tool call: scrubbing outbound queries, redacting sensitive patterns in responses, and scoping tool access per agent. This tutorial applies DLP to the Scavio MCP.

Prerequisites

  • Claude Code latest
  • A Scavio API key
  • Node.js 20+
  • A DLP rules list

Walkthrough

Step 1: Fork the Scavio MCP

Wrap the upstream MCP with a DLP middleware.

Bash
git clone https://github.com/scavio/scavio-mcp scavio-mcp-dlp
cd scavio-mcp-dlp && npm install

Step 2: Scrub outbound queries

Block queries containing secrets or PII.

JavaScript
const DLP_PATTERNS = [
  /\b\d{3}-\d{2}-\d{4}\b/, // SSN
  /sk_live_[A-Za-z0-9]+/, // API keys
  /\b[A-Za-z0-9._%+-]+@[A-Za-z0-9.-]+\b/ // emails
];
function scrub(query) {
  for (const p of DLP_PATTERNS) if (p.test(query)) throw new Error('DLP block');
  return query;
}

Step 3: Redact responses

Strip matching patterns from search results before returning.

JavaScript
function redact(text) {
  for (const p of DLP_PATTERNS) text = text.replace(p, '[REDACTED]');
  return text;
}

Step 4: Proxy to Scavio

Forward scrubbed query, redact response.

JavaScript
export async function search({ query }) {
  scrub(query);
  const r = await fetch('https://api.scavio.dev/api/v1/search', {
    method: 'POST',
    headers: { 'x-api-key': process.env.SCAVIO_API_KEY, 'Content-Type': 'application/json' },
    body: JSON.stringify({ query })
  });
  const d = await r.json();
  d.organic_results = d.organic_results.map(r => ({ ...r, snippet: redact(r.snippet || '') }));
  return d;
}

Step 5: Scope per agent

Allowlist which agents can hit which Scavio platforms.

JavaScript
const SCOPE = { 'agent-sdr': ['search', 'reddit'], 'agent-legal': ['search'] };
function enforce(agentId, platform) {
  if (!SCOPE[agentId]?.includes(platform)) throw new Error('scope');
}

Python Example

Python
import os, re, requests

API_KEY = os.environ['SCAVIO_API_KEY']
DLP = [re.compile(r'\d{3}-\d{2}-\d{4}'), re.compile(r'sk_live_[A-Za-z0-9]+')]

def safe_search(query):
    for p in DLP:
        if p.search(query): raise ValueError('DLP block')
    r = requests.post('https://api.scavio.dev/api/v1/search',
        headers={'x-api-key': API_KEY}, json={'query': query})
    d = r.json()
    for res in d.get('organic_results', []):
        for p in DLP: res['snippet'] = p.sub('[REDACTED]', res.get('snippet', ''))
    return d

print(safe_search('best serp api 2026'))

JavaScript Example

JavaScript
const API_KEY = process.env.SCAVIO_API_KEY;
const DLP = [/\d{3}-\d{2}-\d{4}/, /sk_live_[A-Za-z0-9]+/];
export async function safeSearch(query) {
  if (DLP.some(p => p.test(query))) throw new Error('DLP block');
  const r = await fetch('https://api.scavio.dev/api/v1/search', {
    method: 'POST',
    headers: { 'x-api-key': API_KEY, 'Content-Type': 'application/json' },
    body: JSON.stringify({ query })
  });
  const d = await r.json();
  d.organic_results = (d.organic_results || []).map(x => ({ ...x, snippet: DLP.reduce((s, p) => s.replace(p, '[REDACTED]'), x.snippet || '') }));
  return d;
}

Expected Output

JSON
Queries with PII/secrets blocked before hitting Scavio. Results with matching patterns redacted. Audit log shows per-agent scope enforcement.

Related Tutorials

  • How to Govern LangChain Tool Calls with Audit and Policy
  • How to Connect MCP to Your Enterprise Knowledge Base
  • How to Replace Claude's Built-in MCP Web Search with Scavio

Frequently Asked Questions

Most developers complete this tutorial in 15 to 30 minutes. You will need a Scavio API key (free tier works) and a working Python or JavaScript environment.

Claude Code latest. A Scavio API key. Node.js 20+. A DLP rules list. A Scavio API key gives you 50 free credits on signup.

Yes. The free tier includes 50 credits on signup, which is more than enough to complete this tutorial and prototype a working solution.

Scavio has a native LangChain package (langchain-scavio), an MCP server, and a plain REST API that works with any HTTP client. This tutorial uses the raw REST API, but you can adapt to your framework of choice.

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Start Building

Apply data-loss-prevention controls to MCP tool calls: outbound query scrubbing, response redaction, and per-agent scoping.

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