medical-entity-extractor
Extract medical entities (symptoms, medications, lab values, diagnoses) from patient messages.
npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill medical-entity-extractor --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# 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": "Lisinopr
- What This Skill Does
- Input Format
- Output Format
- Entity Types
- Symptoms
- Medications
- Lab Values
- Diagnoses
- Vital Signs
- Action Items
- Medical Terminology Handling
- Integration
- Privacy & Security
openclaw skill run medical-entity-extractor --input '[{"id":"msg-1","priority_score":78,...}]' --jsonWhat does the medical-entity-extractor skill do?
Extract medical entities (symptoms, medications, lab values, diagnoses) from patient messages.
How do I install it?
Run `npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill medical-entity-extractor --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From FreedomIntelligence/OpenClaw-Medical-Skills, a repository with 2,909 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.