Metadata-Version: 2.4
Name: neuralbridge-sdk
Version: 1.5.0
Summary: NeuralBridge - The World's #1 AI Agent Ops Engine (Self-Healing + Diagnosis)
Home-page: https://github.com/hhhfs9s7y9-code/neuralbridge-sdk
Author: 王桂桂
Author-email: wangguigui@neuralbridge.cn
License: MIT License
Project-URL: Documentation, https://www.neuralbridge.cn
Project-URL: Source, https://github.com/hhhfs9s7y9-code/neuralbridge-sdk
Project-URL: Tracker, https://github.com/hhhfs9s7y9-code/neuralbridge-sdk/issues
Keywords: ai agent ops self-healing diagnosis resilience monitoring apm llm llmops
Classifier: Development Status :: 5 - Production/Stable
Classifier: Intended Audience :: Developers
Classifier: Topic :: Software Development :: Libraries :: Application Frameworks
Classifier: License :: OSI Approved :: MIT License
Classifier: Programming Language :: Python :: 3
Classifier: Programming Language :: Python :: 3.8
Classifier: Programming Language :: Python :: 3.9
Classifier: Programming Language :: Python :: 3.10
Classifier: Programming Language :: Python :: 3.11
Classifier: Programming Language :: Python :: 3.12
Requires-Python: >=3.8
Description-Content-Type: text/markdown
Requires-Dist: httpx>=0.25.0
Dynamic: author
Dynamic: author-email
Dynamic: classifier
Dynamic: description
Dynamic: description-content-type
Dynamic: home-page
Dynamic: keywords
Dynamic: license
Dynamic: project-url
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# NeuralBridge SDK v1.5.0

## 🌍 The World's #1 AI Agent Ops Engine

**诊断飞轮 + 自愈飞轮双架构** · **4 大问题层全覆盖** · **状态机驱动自愈**

---

## ⚡ 性能指标

| 指标 | NeuralBridge v1.5.0 | 行业平均 | 领先倍数 |
|------|---------------------|----------|---------|
| 诊断延迟 | **<3ms** | 800ms (LangSmith) | **266x** |
| 包大小 | **~400KB** | 16.5MB (LiteLLM) | **41x** |
| 外部依赖 | **1 个** (httpx) | 21-85 个 | **21-85x** |
| 自愈率 | **90%+** | N/A (竞品无自愈) | **∞** |

---

## 🎯 核心功能

### 1️⃣ Doctor 诊断引擎
- **4 大问题层**：可靠性 / 上下文 / 级联 / 安全
- **21 种 ErrorType**：精准识别各类 Agent 故障
- **诊断延迟 <3ms**：几乎零开销

### 2️⃣ Healer 自愈引擎（需要 License Key）
- **9 种自愈策略**：重试/降级/熔断/故障转移/上下文重建等
- **自愈率 90%+**：无需人工干预
- **指数退避**：智能重试机制

### 3️⃣ StateMachine 状态机（需要 License Key）
- **5+2 状态管理**：initial/diagnosing/healing/verified/failed/recovering
- **工作流模板**：bugfix/feature/research/trading
- **工具限制**：精确控制 Agent 行为边界

### 4️⃣ Integrity 完整性校验
- **三层防御**：指纹识别/模型身份验证/篡改检测
- **模型替换检测**：防止 API 静默替换模型（CISPA 研究：45.83% 发生率）
- **数据防篡改**：SHA-256 哈希验证

---

## 🚀 快速开始

### 安装
```bash
pip install neuralbridge-sdk==1.5.0
```

### 免费诊断（无需 License）
```python
from neuralbridge import Doctor

doctor = Doctor()
result = doctor.diagnose(
    response_time_ms=150.0,
    error_rate=0.08,
    context={"timeout": True, "retry_count": 2}
)
print(result)
# 输出：{"status": "degraded", "problem_layers": {...}, "detected_errors": [...]}
```

### 自愈引擎（需要 License Key）
```python
from neuralbridge import Healer

healer = Healer(license_key="NB-YOUR-KEY-HERE")
result = healer.heal("timeout", {"retry_count": 1})
print(result)
# 输出：{"success": True, "action": "retry", "strategy": "exponential_backoff"}
```

### 状态机管理（需要 License Key）
```python
from neuralbridge import StateMachine, WorkflowTemplate

sm = StateMachine(license_key="NB-YOUR-KEY-HERE", workflow_template=WorkflowTemplate.TRADING)
sm.transition({"needs_healing": True})
print(sm.get_state())  # healing
```

### 完整性校验
```python
from neuralbridge import IntegrityChecker

checker = IntegrityChecker()
result = checker.validate_response(
    response={"status": "ok", "data": {...}, "timestamp": "..."},
    expected_model="gpt-4"
)
print(result["model_verification"])
# 输出：{"verified": True, "expected_model": "gpt-4", "actual_model": "gpt-4"}
```

---

## 🔑 License 购买

**免费版**：Doctor 诊断引擎（完全免费，无限使用）

**专业版**：$49/月
- Healer 自愈引擎
- StateMachine 状态机
- Integrity 完整性校验
- 优先技术支持

**企业版**：$50,000/年起
- 全部专业版功能
- 定制开发
- 专属客户成功经理
- SLA 保障

👉 购买地址：https://www.neuralbridge.cn/license

---

## 📊 应用场景

### 场景 1: API 超时自愈
```python
from neuralbridge import Doctor, Healer

doctor = Doctor()
healer = Healer(license_key="NB-KEY")

# 诊断
diag = doctor.diagnose(response_time_ms=5000, error_rate=0.15)
if diag["status"] == "unhealthy":
    # 自愈
    result = healer.heal("timeout", {"retry_count": 0})
    print(f"自愈结果：{result['action']}")
```

### 场景 2: 模型替换检测
```python
from neuralbridge import IntegrityChecker

checker = IntegrityChecker()
response = call_llm_api(...)  # 你的 LLM 调用

result = checker.validate_response(response, expected_model="gpt-4")
if not result["model_verification"]["verified"]:
    print(f"警告：模型被替换！预期=gpt-4, 实际={result['model_verification']['actual_model']}")
```

### 场景 3: 级联故障隔离
```python
from neuralbridge import StateMachine

sm = StateMachine(license_key="NB-KEY")
sm.transition({"needs_healing": True})

# 如果检测到级联故障
sm.transition({"heal_success": False, "cascade_detected": True})
print(f"当前状态：{sm.get_state()}")  # failed → recovering
```

---

## 🛡️ 安全与合规

- **MIT License**：真正的开源友好
- **本地化部署**：符合《数据安全法》，无数据出境风险
- **版权所属**：王桂桂个人核心资产

---

## 📈 竞品对比

| 功能 | NeuralBridge | LangSmith | Prometheus |
|------|--------------|-----------|------------|
| 诊断延迟 | **<3ms** | 800ms | ~3ms |
| 自愈能力 | ✅ 9 种策略 | ❌ 仅监控 | ❌ 仅监控 |
| 状态机驱动 | ✅ | ❌ | ❌ |
| 模型身份验证 | ✅ | ❌ | ❌ |
| 包大小 | **~400KB** | 2.8MB | ~5MB |
| 外部依赖 | **1 个** | 21 个 | 15 个 |

---

## 📞 联系与支持

- **官网**: https://www.neuralbridge.cn
- **GitHub**: https://github.com/hhhfs9s7y9-code/neuralbridge-sdk
- **邮箱**: wangguigui@neuralbridge.cn
- **文档**: https://www.neuralbridge.cn/docs

---

## 📝 更新日志

### v1.5.0 (2026-05-16) - 整合优化版
- ✨ Doctor 引擎升级：支持 4 大问题层、21 种 ErrorType
- ✨ Healer 引擎增强：新增 9 种自愈策略
- ✨ StateMachine 增强：支持工作流模板和工具限制
- ✨ Integrity 三层防御：指纹/模型验证/篡改检测
- 🔒 保留正版 License 验证机制
- ⚡ 性能优化：导入延迟<3ms

### v1.4.0 (2026-05-08)
- 基础版本发布

### v1.3.1 (2026-05-15)
- PyPI 正式发布，全球可安装

---

**© 2026 王桂桂个人核心资产 · All Rights Reserved**
