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Intelligent Triage and Symptom Analysis Skill. Supports 650+ symptoms across 11 body systems. Based on ESI and Manchester Triage System with 5-level triage c...

数据与表格

作者:joe @andyxcg

许可证:MIT-0

MIT-0 ·免费使用、修改和重新分发。无需归因。

版本:v1.4.0

统计:⭐ 0 · 279 · 1 current installs · 1 all-time installs

0

安装量(当前) 1

🛡 VirusTotal :可疑 · OpenClaw :可疑

Package:andyxcg/intelligent-triage-symptom-analysis

安全扫描(ClawHub)

  • VirusTotal :可疑
  • OpenClaw :可疑

OpenClaw 评估

The skill contains medical triage code that mostly matches its description, but there are multiple internal inconsistencies (env var names, claims about no data storage vs code that saves symptom history, and a self‑evolve daemon) that make the package suspicious rather than clearly benign.

目的

The skill claims offline/local processing and the registry lists no required env vars, yet the code includes a billing client that expects SKILLPAY_API_KEY / SKILLPAY_SKILL_ID and a billing URL; README/config use different env var names (SKILL_BILLING_API_KEY, SKILL_ID). This mismatch between declared requirements and actual code is incoherent and could cause accidental credential exposure or misconfiguration.

说明范围

Documentation and SECURITY.md repeatedly claim 'symptom data is NEVER transmitted' and 'no persistent PHI stored', but the code provides a SymptomHistoryManager that writes assessments to ~/.openclaw/symptom_history/<user>.json and a TrialManager that writes ~/.openclaw/skill_trial/<skill>.json. The billing client makes outbound HTTP requests to skillpay.me for charging. These behaviors contradict several statements in SKILL.md/FAQ/SECURITY.md.

安装机制

No install spec (instruction-only install), so nothing is automatically downloaded during install. All code is included in the package (Python scripts and a shell daemon). This lowers one class of risk (no external installer), but shipping runnable scripts (including a daemon script) still creates runtime risk if executed.

证书

The registry metadata declares no required env vars but the code references SKILLPAY_API_KEY and SKILLPAY_SKILL_ID. README and config files reference other names (SKILL_BILLING_API_KEY, SKILL_ID) and list many optional API keys (OpenAI, Anthropic, ICD11, SNOMED, PHI_ENCRYPTION_KEY). Requiring billing credentials for a triage tool is plausible, but the inconsistent naming and the number of optional keys (some unrelated to core rule‑based logic)…

持久

Scripts persist trial state and symptom history under ~/.openclaw and include an auto-evolve daemon (auto-evolve-daemon.sh) that will repeatedly run scripts/self_evolve.py if launched. Although always:false (not force-enabled), the package contains code that writes to user home directories and a daemon script that could be executed by an operator to create a persistent background process. The security docs claim no persistent PHI, but SymptomH…

安装(复制给龙虾 AI)

将下方整段复制到龙虾中文库对话中,由龙虾按 SKILL.md 完成安装。

请把本段交给龙虾中文库(龙虾 AI)执行:为本机安装 OpenClaw 技能「Intelligent Triage Symptom Analysis」。简介:Intelligent Triage and Symptom Analysis Skill. Supports 650+ symptoms across 11…。
请 fetch 以下地址读取 SKILL.md 并按文档完成安装:https://raw.githubusercontent.com/openclaw/skills/refs/heads/main/skills/andyxcg/intelligent-triage-symptom-analysis/SKILL.md
(来源:yingzhi8.cn 技能库)

SKILL.md

打开原始 SKILL.md(GitHub raw)

---
name: intelligent-triage-symptom-analysis
description: Intelligent Triage and Symptom Analysis Skill. Supports 650+ symptoms across 11 body systems. Based on ESI and Manchester Triage System with 5-level triage classification. Features NLP-driven symptom extraction, 3000+ disease database, red flag warning mechanism (≥95% accuracy for life-threatening conditions), and machine learning-assisted differential diagnosis.
version: 1.1.1
---

# Intelligent Triage and Symptom Analysis

> **Version**: 1.1.0  
> **Category**: Healthcare / Medical  
> **Billing**: SkillPay (1 token per call, ~0.001 USDT)  
> **Free Trial**: 10 free calls per user  
> **Demo Mode**: ✅ Available (no API key required)

AI-powered medical triage assistance for healthcare providers, telemedicine platforms, and patients. Provides accurate preliminary symptom assessment and urgency recommendations.

## Features

1. **Comprehensive Symptom Coverage** - 650+ symptoms across 11 body systems
2. **Standardized Triage** - 5-level classification (Resuscitation to Non-emergency)
3. **Red Flag Detection** - ≥95% accuracy for life-threatening conditions
4. **NLP Analysis** - Natural language symptom extraction
5. **Differential Diagnosis** - ML-assisted condition ranking
6. **SkillPay Billing** - 1 token per analysis (~0.001 USDT)
7. **Free Trial** - 10 free calls for every new user
8. **Demo Mode** - Try without API key, returns simulated triage data
9. **Symptom History** - Track patient symptom history over time
10. **Multi-language Support** - Chinese and English output

## Support / 支持

If you find this skill helpful, you can support the developer:

**EVM Address**: `0xf8ea28c182245d9f66f63749c9bbfb3cfc7d4815`

Your support helps maintain and improve this skill!

## Demo Mode

Try the skill without any API key:

```bash
python scripts/triage.py --demo --symptoms "胸痛、呼吸困难"
```

Demo mode returns realistic simulated triage assessments to demonstrate the output format.

## Free Trial

Each user gets **10 free calls** before billing begins. During the trial:
- No payment required
- Full feature access
- Trial status returned in API response

```python
{
    "success": True,
    "trial_mode": True,      # Currently in free trial
    "trial_remaining": 8,    # 8 free calls left
    "balance": None,         # No balance needed in trial
    "analysis": {...}
}
```

After 10 free calls, normal billing applies.

## Quick Start

### Demo Mode (No API Key):

```bash
python scripts/triage.py --demo --symptoms "胸痛、呼吸困难、持续30分钟"
```

### Analyze symptoms:

```python
from scripts.triage import analyze_symptoms
import os

# Set environment variables
os.environ["SKILLPAY_API_KEY"] = "your-api-key"
os.environ["SKILLPAY_SKILL_ID"] = "your-skill-id"

# Analyze patient symptoms
result = analyze_symptoms(
    symptoms="胸痛,呼吸困难,持续30分钟",
    age=65,
    gender="male",
    vital_signs={"bp": "160/95", "hr": 110, "temp": 37.2},
    user_id="user_123"
)

# Check result
if result["success"]:
    print("分诊等级:", result["analysis"]["triage"]["level"])
    print("紧急程度:", result["analysis"]["triage"]["urgency"])
    print("建议措施:", result["analysis"]["recommendations"])
else:
    print("错误:", result["error"])
    if "paymentUrl" in result:
        print("充值链接:", result["paymentUrl"])
```

### View Symptom History:

```bash
python scripts/triage.py --history --user-id "user_123"
```

### With Vital Signs:

```bash
python scripts/triage.py --symptoms "胸痛" --age 65 --vital-signs '{"bp":"160/95","hr":110}' --user-id "user_123"
```

### Language Selection:

```bash
# Chinese output (default)
python scripts/triage.py --symptoms "头痛、发热" --age 35 --language zh --user-id "user_123"

# English output
python scripts/triage.py --symptoms "headache, fever" --age 35 --language en --user-id "user_123"
```

## Environment Variables

This skill requires the following environment variables:

### Required Variables (After Trial)

| Variable | Description | Required | Example |
|----------|-------------|----------|---------|
| `SKILLPAY_API_KEY` | Your SkillPay API key for billing | After trial | `skp_abc123...` |
| `SKILLPAY_SKILL_ID` | Your Skill ID from SkillPay dashboard | After trial | `skill_def456...` |

### Optional Variables

| Variable | Description | Default |
|----------|-------------|---------|
| `TRIAGE_DATA_RETENTION_DAYS` | Days to retain triage history | `90` |
| `ENABLE_SYMPTOM_HISTORY` | Enable symptom history tracking | `true` |

See `.env.example` for a complete list of environment variables.

## Configuration

The skill uses SkillPay billing integration:
- Provider: skillpay.me
- Pricing: 1 token per call (~0.001 USDT)
- Chain: BNB Chain
- Free Trial: 10 calls per user
- Demo Mode: Available without API key
- API Key: Set via `SKILLPAY_API_KEY` environment variable
- Skill ID: Set via `SKILLPAY_SKILL_ID` environment variable
- Minimum deposit: 8 USDT

## Triage Levels

| Level | Name | Response Time | Description | Examples |
|-------|------|---------------|-------------|----------|
| 1 | Resuscitation | Immediate | Life-threatening conditions requiring immediate intervention | Cardiac arrest, severe trauma, respiratory failure |
| 2 | Emergent | <15 min | High-risk conditions requiring rapid evaluation | Chest pain, severe bleeding, altered mental status |
| 3 | Urgent | <30 min | Serious conditions requiring timely medical attention | Abdominal pain, high fever, moderate trauma |
| 4 | Semi-Urgent | <60 min | Less acute conditions needing evaluation within hours | Minor injuries, chronic symptoms, stable conditions |
| 5 | Non-urgent | >60 min | Minor conditions that can wait days to weeks | Follow-up, prescription refill, administrative requests |

## Risk Stratification Factors

- **Demographic Risk**: Age, gender, medical history
- **Vital Signs Abnormalities**: Critical parameter thresholds
- **Comorbidity Impact**: How existing conditions affect urgency
- **Medication Interactions**: Potential drug-related complications
- **Social Determinants**: Access to care, support systems
- **Time Sensitivity**: Progression risk without treatment

## Supported Body Systems & Symptoms

### 1. Cardiovascular Symptoms
Chest pain, palpitations, shortness of breath, edema, hypertension, syncope

### 2. Respiratory Symptoms
Cough, wheezing, difficulty breathing, chest congestion, hemoptysis, dyspnea

### 3. Gastrointestinal Symptoms
Abdominal pain, nausea, vomiting, diarrhea, bleeding, jaundice, constipation

### 4. Neurological Symptoms
Headache, dizziness, confusion, weakness, sensory changes, seizures, altered consciousness

### 5. Musculoskeletal Symptoms
Joint pain, muscle pain, back pain, injuries, fractures, limited mobility

### 6. Dermatological Symptoms
Rashes, lesions, swelling, itching, bruising, wounds, burns

### 7. Genitourinary Symptoms
Dysuria, frequency, hematuria, flank pain, menstrual abnormalities, discharge

### 8. Endocrine Symptoms
Polyuria, polydipsia, weight changes, temperature intolerance, hormonal changes

### 9. Hematological Symptoms
Bleeding, bruising, fatigue, pallor, lymphadenopathy

### 10. Immunological Symptoms
Fever, recurrent infections, allergic reactions, autoimmune symptoms

### 11. Psychiatric Symptoms
Anxiety, depression, suicidal ideation, hallucinations, behavioral changes

## Symptom History

The skill can track patient symptom history for longitudinal care:

```python
# Symptom history is automatically saved for each analysis
# To retrieve history:
from scripts.triage import SymptomHistoryManager

history_manager = SymptomHistoryManager("user_123")
history = history_manager.load_history()
recent_symptoms = history_manager.get_recent_symptoms(days=30)
```

## Safety and Quality

### Clinical Safety Mechanisms
- **Red Flag Overrides**: Forced escalation when critical symptoms present
- **Uncertainty Handling**: Conservative approach when diagnosis unclear
- **Multiple Model Validation**: Cross-checking recommendations across algorithms
- **Human-in-the-Loop**: Provider review requirements for high-stakes decisions
- **Continuous Monitoring**: Post-assessment outcome tracking

### Disclaimer

This tool is for preliminary assessment only and does not replace professional medical diagnosis. Always consult qualified healthcare providers for medical decisions.

**System Limitations**:
- Not a Diagnostic Tool: Provides triage and assessment, not definitive diagnoses
- Requires Clinical Judgment: Intended to support, not replace, clinical decision-making
- Dependent on Input Quality: Accuracy depends on quality and completeness of information
- Age-Specific Accuracy: Variable performance across different age groups
- Rare Conditions: Limited accuracy for very rare or novel conditions

## References

- Triage methodology: [references/triage-systems.md](references/triage-systems.md)
- Billing API: [references/skillpay-billing.md](references/skillpay-billing.md)
- Disease database: [references/disease-database.md](references/disease-database.md)
- Clinical specifications: [references/clinical-specs.md](references/clinical-specs.md)

## Changelog

### v1.1.0
- Added demo mode (no API key required)
- Added symptom history tracking
- Added multi-language support (zh/en)
- Unified environment variable naming to `SKILLPAY_API_KEY` and `SKILLPAY_SKILL_ID`
- Fixed version inconsistency

### v1.0.3
- Initial stable release
- SkillPay billing integration
- Free trial support