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How to Secure Financial MCP Agent Tools

为处理财务数据的 MCP 工具添加安全防护。实施速率限制、审核日志记录、金额上限和审批工作流程。

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访问金融系统(支付处理器、银行 API、费用跟踪器)的 MCP 工具需要安全护栏来防止未经授权的交易、记录每个操作并强制执行支出限制。本教程向 MCP 金融工具添加了一个安全中间件层,用于在执行之前验证每个操作。该中间件为高价值操作添加了审计日志记录、金额上限、速率限制和可选的人工批准。

前置条件

  • 已安装 Python 3.9+
  • Basic understanding of MCP tool servers
  • A Scavio API key for search-based fraud checks

操作指南

步骤 1: Build the security middleware

创建一个中间件,将每个 MCP 工具调用包含验证、日志记录和速率限制。

Python
import time, json, hashlib
from datetime import datetime
from collections import defaultdict

class FinancialGuard:
    def __init__(self, max_amount: float = 1000, daily_limit: float = 5000,
                 rate_limit: int = 10):
        self.max_amount = max_amount
        self.daily_limit = daily_limit
        self.rate_limit = rate_limit  # calls per minute
        self.audit_log = []
        self.daily_totals = defaultdict(float)
        self.call_times = []

    def validate(self, tool_name: str, params: dict) -> dict:
        """Validate a tool call before execution."""
        # Rate limit check
        now = time.time()
        self.call_times = [t for t in self.call_times if now - t < 60]
        if len(self.call_times) >= self.rate_limit:
            return {'allowed': False, 'reason': f'Rate limit: {self.rate_limit}/min exceeded'}
        self.call_times.append(now)
        # Amount check
        amount = params.get('amount', 0)
        if amount > self.max_amount:
            return {'allowed': False, 'reason': f'Amount ${amount} exceeds cap ${self.max_amount}'}
        # Daily limit check
        today = datetime.now().strftime('%Y-%m-%d')
        if self.daily_totals[today] + amount > self.daily_limit:
            return {'allowed': False,
                    'reason': f'Daily limit ${self.daily_limit} would be exceeded'}
        # Log the operation
        entry = {
            'timestamp': datetime.now().isoformat(),
            'tool': tool_name,
            'params_hash': hashlib.sha256(json.dumps(params, sort_keys=True).encode()).hexdigest()[:12],
            'amount': amount,
            'status': 'approved'
        }
        self.audit_log.append(entry)
        self.daily_totals[today] += amount
        return {'allowed': True, 'audit_id': entry['params_hash']}

guard = FinancialGuard(max_amount=500, daily_limit=2000)
print('Financial guard initialized')
print(f'Max per transaction: $500')
print(f'Daily limit: $2,000')

步骤 2: Add fraud detection with search verification

在处理向新收件人的付款之前,请使用网络搜索验证收件人是否存在且未被标记为欺诈。

Python
import requests, os

SCAVIO_KEY = os.environ['SCAVIO_API_KEY']

def verify_recipient(name: str, domain: str = '') -> dict:
    """Search for recipient to verify legitimacy."""
    query = f'{name} {domain} company reviews' if domain else f'{name} company legitimate'
    resp = requests.post('https://api.scavio.dev/api/v1/search',
        headers={'x-api-key': SCAVIO_KEY, 'Content-Type': 'application/json'},
        json={'query': query, 'country_code': 'us', 'num_results': 5})
    results = resp.json().get('organic_results', [])
    # Check for fraud signals
    fraud_signals = []
    trust_signals = []
    for r in results:
        text = (r.get('title', '') + ' ' + r.get('snippet', '')).lower()
        if any(w in text for w in ['scam', 'fraud', 'complaint', 'warning', 'fake']):
            fraud_signals.append(r['title'][:50])
        if any(w in text for w in ['bbb', 'verified', 'trusted', 'established', 'reviews']):
            trust_signals.append(r['title'][:50])
    risk_level = 'high' if fraud_signals else 'medium' if not trust_signals else 'low'
    return {
        'recipient': name,
        'risk_level': risk_level,
        'fraud_signals': fraud_signals,
        'trust_signals': trust_signals,
        'results_found': len(results)
    }

check = verify_recipient('Acme Corp', 'acmecorp.com')
print(f'Recipient: {check["recipient"]}')
print(f'Risk level: {check["risk_level"]}')
print(f'Trust signals: {len(check["trust_signals"])}')
print(f'Fraud signals: {len(check["fraud_signals"])}')

步骤 3: Wrap MCP tool calls with the security layer

创建一个装饰器,将财务防护应用于任何 MCP 工具功能。高风险操作需要额外验证。

Python
def secured_tool(guard: FinancialGuard, require_verification: bool = False):
    def decorator(func):
        def wrapper(**params):
            tool_name = func.__name__
            # Validate with guard
            check = guard.validate(tool_name, params)
            if not check['allowed']:
                print(f'BLOCKED: {tool_name} - {check["reason"]}')
                return {'error': check['reason'], 'blocked': True}
            # Optional recipient verification
            if require_verification and 'recipient' in params:
                verify = verify_recipient(params['recipient'],
                    params.get('recipient_domain', ''))
                if verify['risk_level'] == 'high':
                    print(f'BLOCKED: High fraud risk for {params["recipient"]}')
                    return {'error': 'Recipient flagged as high risk', 'blocked': True}
            # Execute the actual tool
            result = func(**params)
            print(f'EXECUTED: {tool_name} (audit: {check["audit_id"]})')
            return result
        return wrapper
    return decorator

@secured_tool(guard, require_verification=True)
def send_payment(recipient: str, amount: float, currency: str = 'USD', **kwargs) -> dict:
    # This would call your actual payment API
    return {'status': 'sent', 'recipient': recipient, 'amount': amount}

# Test: normal payment
result = send_payment(recipient='Acme Corp', amount=250)
print(f'Result: {result}')

# Test: over limit
result = send_payment(recipient='BigCorp', amount=5000)
print(f'Result: {result}')

Python 示例

Python
import requests, os, time, json
from collections import defaultdict
from datetime import datetime

SCAVIO_KEY = os.environ['SCAVIO_API_KEY']
daily_total = defaultdict(float)
audit_log = []

def check_payment(recipient, amount, max_amount=500, daily_limit=2000):
    today = datetime.now().strftime('%Y-%m-%d')
    if amount > max_amount:
        return {'blocked': True, 'reason': f'Over ${max_amount} cap'}
    if daily_total[today] + amount > daily_limit:
        return {'blocked': True, 'reason': 'Daily limit exceeded'}
    # Verify recipient
    resp = requests.post('https://api.scavio.dev/api/v1/search',
        headers={'x-api-key': SCAVIO_KEY, 'Content-Type': 'application/json'},
        json={'query': f'{recipient} scam fraud warning', 'country_code': 'us', 'num_results': 3})
    results = resp.json().get('organic_results', [])
    fraud = any('scam' in r.get('snippet', '').lower() or 'fraud' in r.get('snippet', '').lower() for r in results)
    if fraud:
        return {'blocked': True, 'reason': 'Fraud signals detected'}
    daily_total[today] += amount
    audit_log.append({'time': datetime.now().isoformat(), 'recipient': recipient, 'amount': amount})
    return {'blocked': False, 'audit_id': len(audit_log)}

print(check_payment('Acme Corp', 250))
print(check_payment('BigCorp', 5000))

JavaScript 示例

JavaScript
const SCAVIO_KEY = process.env.SCAVIO_API_KEY;
const dailyTotal = {};

async function checkPayment(recipient, amount, maxAmount = 500) {
  if (amount > maxAmount) return { blocked: true, reason: `Over $${maxAmount} cap` };
  const today = new Date().toISOString().split('T')[0];
  dailyTotal[today] = (dailyTotal[today] || 0);
  if (dailyTotal[today] + amount > 2000) return { blocked: true, reason: 'Daily limit' };
  const resp = await fetch('https://api.scavio.dev/api/v1/search', {
    method: 'POST',
    headers: { 'x-api-key': SCAVIO_KEY, 'Content-Type': 'application/json' },
    body: JSON.stringify({ query: `${recipient} scam fraud`, country_code: 'us', num_results: 3 })
  });
  const results = (await resp.json()).organic_results || [];
  const fraud = results.some(r => /scam|fraud/i.test(r.snippet || ''));
  if (fraud) return { blocked: true, reason: 'Fraud signals' };
  dailyTotal[today] += amount;
  return { blocked: false };
}

checkPayment('Acme Corp', 250).then(r => console.log(r));

预期输出

JSON
Financial guard initialized
Max per transaction: $500
Daily limit: $2,000

Recipient: Acme Corp
Risk level: low
Trust signals: 2
Fraud signals: 0

EXECUTED: send_payment (audit: a3b7c9d12e4f)
Result: {'status': 'sent', 'recipient': 'Acme Corp', 'amount': 250}

BLOCKED: send_payment - Amount $5000 exceeds cap $500
Result: {'error': 'Amount $5000 exceeds cap $500', 'blocked': True}

相关教程

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  • 如何根据 Swagger 规范构建 MCP 服务器

常见问题

大多数开发者在15到30分钟内完成本教程。您需要一个Scavio API密钥(免费套餐即可)和可用的Python或JavaScript环境。

已安装 Python 3.9+. Basic understanding of MCP tool servers. A Scavio API key for search-based fraud checks. Scavio API密钥注册即送50个免费积分。

可以。免费套餐注册即送50个积分,完全足够完成本教程并构建一个可运行的原型解决方案。

Scavio提供原生LangChain包(langchain-scavio)、MCP服务器以及适用于任何HTTP客户端的REST API。本教程使用 the raw REST API, 但您可以根据需要适配您选择的框架。

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开始构建

为处理财务数据的 MCP 工具添加安全防护。实施速率限制、审核日志记录、金额上限和审批工作流程。

获取免费API密钥阅读文档
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