Medical Calculator MCP Service

import asyncio import json import sys import os from fastmcp import Client sys.path.insert(0, os.path.dirname(os.path.dirname(os.path.abspath(__file__)))) from config import MCP_SERVER_URL async def test_homa_ir_calculator(client): """测试 HOMA-IR 计算器的各种功能""" def print_header(): print("\n" + "=" * 60) print("HOMA-IR 计算器测试套件") print("=" * 60) def print_test_case(i, test_case): print(f"\n测试 {i:2d} | {test_case['name']}") print(f"- {test_case['description']}") print(f"- 输入参数: {test_case['params']}") def print_validation_result(expected, actual, errors=None, warnings=None): if expected == actual: status = "✅ 通过" else: status = "❌ 失败" expected_text = "有效" if expected else "无效" actual_text = "有效" if actual else "无效" print(f"- 验证结果: {status} (期望: {expected_text}, 实际: {actual_text})") if errors: print(f"- ⚠️ 错误: {errors}") if warnings: print(f"- ⚠️ 警告: {warnings}") def print_calculation_result(data): """打印完整的计算结果""" homa_ir_value = data.get("value", "N/A") unit = data.get("unit", "") explanation = data.get("explanation", "") metadata = data.get("metadata", {}) warnings = data.get("warnings", []) # 基本结果 print(f"- HOMA-IR 值: {homa_ir_value} {unit}") # 原始输入值 if metadata: insulin = metadata.get("insulin") glucose = metadata.get("glucose") clinical_note = metadata.get("clinical_note", "N/A") interpretation = metadata.get("interpretation", "") if insulin is not None: print(f"- 胰岛素: {insulin} µIU/mL") if glucose is not None: print(f"- 血糖: {glucose} mg/dL") if clinical_note: print(f"- 临床意义: {clinical_note}") if interpretation: print(f"- 解释: {interpretation}") # 警告信息 if warnings: for warning in warnings: print(f"- ⚠️ 警告: {warning}") # 详细解释（截取前几行显示） if explanation: lines = explanation.split('\n') print(f"- 计算过程: {lines[0] if lines else explanation}") def print_test_result(i, passed): if passed: status = "✅ 通过" else: status = "❌ 失败" print(f"- 测试结果: {status}") print("-" * 60) def print_summary(total, passed, failed): print(f"\n测试总结:") print(f" 总测试数: {total}") print(f" 通过数: {passed}") print(f" 失败数: {failed}") print(f" 成功率: {(passed/total*100):.1f}%") if failed == 0: print("\n✅ 所有测试都通过了！HOMA-IR 计算器工作正常。") else: print(f"\n❌ {failed} 个测试失败，请检查实现。") print("\n测试覆盖范围:") features = [ "正常胰岛素敏感性测试", "早期胰岛素抵抗测试", "显著胰岛素抵抗测试", "严重胰岛素抵抗测试", "参数验证", "边界值测试", "错误处理", ] for feature in features: print(f" - {feature}") # Test statistics total_tests = 0 passed_tests = 0 # Test cases based on HOMA-IR clinical ranges test_cases = [ { "name": "Normal insulin sensitivity", "params": {"insulin": 5, "glucose": 80}, "expected_valid": True, "description": "正常胰岛素敏感性 (预期 HOMA-IR < 1.0)", "expected_homa_ir": (5 * 80) / 405, # ≈ 0.99 }, { "name": "Early insulin resistance", "params": {"insulin": 10, "glucose": 90}, "expected_valid": True, "description": "早期胰岛素抵抗 (预期 HOMA-IR 1.0-2.5)", "expected_homa_ir": (10 * 90) / 405, # ≈ 2.22 }, { "name": "Significant insulin resistance", "params": {"insulin": 15, "glucose": 120}, "expected_valid": True, "description": "显著胰岛素抵抗 (预期 HOMA-IR 2.5-5.0)", "expected_homa_ir": (15 * 120) / 405, # ≈ 4.44 }, { "name": "Severe insulin resistance", "params": {"insulin": 25, "glucose": 150}, "expected_valid": True, "description": "严重胰岛素抵抗 (预期 HOMA-IR > 5.0)", "expected_homa_ir": (25 * 150) / 405, # ≈ 9.26 }, { "name": "Minimum valid values", "params": {"insulin": 1, "glucose": 50}, "expected_valid": True, "description": "最小有效值测试", "expected_homa_ir": (1 * 50) / 405, # ≈ 0.12 }, { "name": "Maximum valid values", "params": {"insulin": 100, "glucose": 400}, "expected_valid": True, "description": "最大有效值测试", "expected_homa_ir": (100 * 400) / 405, # ≈ 98.77 }, { "name": "Invalid insulin (below minimum)", "params": {"insulin": 0.5, "glucose": 80}, "expected_valid": False, "description": "胰岛素值低于最小值 (< 1)", }, { "name": "Invalid insulin (above maximum)", "params": {"insulin": 150, "glucose": 80}, "expected_valid": False, "description": "胰岛素值高于最大值 (> 100)", }, { "name": "Invalid glucose (below minimum)", "params": {"insulin": 10, "glucose": 30}, "expected_valid": False, "description": "血糖值低于最小值 (< 50)", }, { "name": "Invalid glucose (above maximum)", "params": {"insulin": 10, "glucose": 500}, "expected_valid": False, "description": "血糖值高于最大值 (> 400)", }, { "name": "Missing insulin parameter", "params": {"glucose": 80}, "expected_valid": False, "description": "缺少胰岛素参数", }, { "name": "Missing glucose parameter", "params": {"insulin": 10}, "expected_valid": False, "description": "缺少血糖参数", }, ] print_header() # Execute test cases for i, test_case in enumerate(test_cases, 1): total_tests += 1 test_passed = True print_test_case(i, test_case) # Calculation test try: calc_result = await client.call_tool( "calculate", { "calculator_id": 31, # HOMA-IR calculator ID "parameters": test_case["params"], }, ) # 使用 structured_content 或 data 属性获取实际数据 calc_data = calc_result.structured_content or calc_result.data or {} if isinstance(calc_data, dict) and calc_data.get("success") and "result" in calc_data: # 成功计算 data = calc_data["result"] print_calculation_result(data) # 检查是否符合预期 if not test_case["expected_valid"]: print("- 错误: 预期失败但计算成功") test_passed = False else: # 验证计算结果 actual_value = data.get("value") if "expected_homa_ir" in test_case: expected_value = round(test_case["expected_homa_ir"], 2) if actual_value is not None: if abs(float(actual_value) - expected_value) > 0.01: print(f"- 错误: 预期值 {expected_value}, 实际值 {actual_value}") test_passed = False else: print(f"- ✅ 计算值验证通过: {actual_value}") else: # 计算失败（可能是参数验证失败） error_msg = calc_data.get("error", "未知错误") if isinstance(calc_data, dict) else str(calc_data) print(f"- 计算失败: {error_msg}") # 检查是否符合预期 if test_case["expected_valid"]: print("- 错误: 预期成功但计算失败") test_passed = False except Exception as e: print(f"- 计算错误: {e}") # 检查是否符合预期 if test_case["expected_valid"]: test_passed = False # Update statistics if test_passed: passed_tests += 1 print_test_result(i, test_passed) print_summary(total_tests, passed_tests, total_tests - passed_tests) return passed_tests, total_tests - passed_tests async def main(): def print_header(): print("HOMA-IR 计算器 MCP 测试") print("=" * 60) def print_connection_status(success, error=None): if success: print("✅ 成功连接到 MCP 服务器") else: print(f"❌ 连接失败: {error}") def print_overall_results(total_passed, total_failed): total_tests = total_passed + total_failed if total_tests == 0: return print("\n" + "=" * 60) print("HOMA-IR 计算器测试结果") print("=" * 60) print(f"总测试数: {total_tests}") print(f"通过数: {total_passed}") print(f"失败数: {total_failed}") print(f"成功率: {(total_passed/total_tests*100):.1f}%") if total_failed == 0: print("\n✅ HOMA-IR 计算器所有测试都通过了！") else: print(f"\n❌ {total_failed} 个测试失败，请检查 HOMA-IR 计算器实现。") print_header() try: async with Client(MCP_SERVER_URL) as client: print_connection_status(True) passed, failed = await test_homa_ir_calculator(client) print_overall_results(passed, failed) except Exception as e: print_connection_status(False, str(e)) import traceback traceback.print_exc() return print("\n" + "=" * 60) print("✅ HOMA-IR 计算器测试完成") if __name__ == "__main__": asyncio.run(main())