stock-data-skill
OpenClaw Skill for stock data analysis
Extract medical entities (symptoms, medications, lab values, diagnoses) from patient messages.
Follow the repository instructions for this skill and your agent. Review the files and dependencies before adding it to your workflow.
SkillHub CLI
skillhub install binubmuse/medical-entity-extractorInspect the source and compatibility requirements, then follow its installation steps.
Give your agent the source link and ask it to inspect instructions and dependencies before explaining the installation steps.
Extract structured medical information from unstructured patient messages.
[
{
"id": "msg-123",
"priority_score": 78,
"priority_bucket": "P1",
"subject": "Medication side effects",
"from": "patient@example.com",
"date": "2026-02-27T10:30:00Z",
"body": "I've been feeling dizzy since starting the new blood pressure medication (Lisinopril 10mg) three days ago. My BP this morning was 145/92."
}
]
[
{
"id": "msg-123",
"entities": {
"symptoms": [
{
"name": "dizziness",
"severity": "moderate",
"duration": "3 days",
"onset": "since starting new medication"
}
],
"medications": [
{
"name": "Lisinopril",
"dosage": "10mg",
"frequency": null,
"context": "new medication"
}
],
"lab_values": [
{
"type": "blood_pressure",
"value": "145/92",
"unit": "mmHg",
"timestamp": "this morning"
}
],
"diagnoses": [
{
"name": "hypertension",
"context": "implied by blood pressure medication"
}
],
"action_items": [
{
"type": "medication_review",
"reason": "possible side effect (dizziness)"
}
]
},
"summary": "Patient reports dizziness after starting Lisino...
These signals come from indexed source analysis and may lag behind changes. Check the current source files.
# Medical Entity Extractor
Extract structured medical information from unstructured patient messages.
## What This Skill Does
1. **Symptom Extraction**: Identifies symptoms, severity, duration, and progression
2. **Medication Extraction**: Finds medication names, dosages, frequencies, and side effects
3. **Lab Value Extraction**: Parses lab results, vital signs, and measurements
4. **Diagnosis Extraction**: Identifies mentioned diagnoses and conditions
5. **Temporal Extraction**: Captures when symptoms started, how long they've lasted
6. **Action Items**: Identifies requested actions (appointments, refills, questions)
## Input Format
```json
[
{
"id": "msg-123",
"priority_score": 78,
"priority_bucket": "P1",
"subject": "Medication side effects",
"from": "patient@example.com",
"date": "2026-02-27T10:30:00Z",
"body": "I've been feeling dizzy since starting the new blood pressure medication (Lisinopril 10mg) three days ago. My BP this morning was 145/92."
}
]
```
## Output Format
```json
[
{
"id": "msg-123",
"entities": {
"symptoms": [
{
"name": "dizziness",
"severity": "moderate",
"duration": "3 days",
"onset": "since starting new medication"
}
],
"medications": [
{
"name": "Lisinopril",
"dosage": "10mg",
"frequency": null,
"context": "new medication"
}
],
"lab_values": [
{
"type": "blood_pressure",
"value": "145/92",
"unit": "mmHg",
"timestamp": "this morning"
}
],
"diagnoses": [
{
"name": "hypertension",
"context": "implied by blood pressure medication"
}
],
"action_items": [
{
"type": "medication_review",
"reason": "possible side effect (dizziness)"
}
]
},
"summary": "Patient reports dizziness after starting Lisino...OpenClaw Skill for stock data analysis
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