insurance-claim-parser-mcp

by AlexWebsiteUpdated Oct 2, 2026

Parse unstructured insurance claim text into structured JSON: claim number, type, policy holder, incident, amounts, status, adjuster, next actions, risk flags.

insurance
claims
parser
+3
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Insurance Claim Parser

Parse unstructured insurance claim text (email, form, notes) into structured JSON. Detects claim type, extracts policy holder, incident, amounts, status, and risk flags.

What it does

parse_claim — takes claim text → returns:

  • claim_number, claim_type (auto/home/life/health/property/liability/workers_comp)
  • policy_number, policy_holder (name, email, phone, address)
  • incident (date, time, location, description, cause)
  • amounts (claimed, estimated, deductible, paid, currency)
  • status (new/under_review/approved/denied/paid/closed)
  • adjuster (name, email, phone)
  • attachments_mentioned (photos, police report, medical records)
  • next_actions (action, owner, deadline)
  • risk_flags (potential fraud indicators, missing info, inconsistencies)
  • confidence, needs_review

Example

Claim #CLM-2026-54321. Policy holder: John Smith, john@email.com. Policy #POL-987654. Incident: 2026-09-15, auto accident at Main St and 5th Ave. Claimed amount: 8500 USD. Deductible: 500. Status: under review. Adjuster: Sarah Johnson. Attached: police report, photos. Need medical records within 14 days.

Output:

{
  "claim_number": "CLM-2026-54321",
  "claim_type": "auto",
  "policy_number": "POL-987654",
  "policy_holder": {"name": "John Smith", "email": "john@email.com"},
  "incident": {"date": "2026-09-15", "location": "Main St and 5th Ave", "description": "auto accident"},
  "amounts": {"claimed": 8500, "deductible": 500, "currency": "USD"},
  "status": "under_review",
  "adjuster": {"name": "Sarah Johnson"},
  "attachments_mentioned": ["police report", "photos"],
  "next_actions": [{"action": "Need medical records", "owner": "claimant", "deadline": "2026-09-29"}],
  "confidence": 0.9
}
Why use it
Insurers — auto-triage incoming claims

Brokers — pre-process claims before submission

Claims processing — structure unstructured intake

AI agents — automate claims workflow

Pricing
Free: 50 requests/day

Pro: $5/month — 1,000 requests

Pay-as-you-go: $0.50 per call