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1kalin

Insurance Claims Processor

by 1kalin · GitHub ↗ · v1.0.0
cross-platform ✓ Security Clean
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Install in OpenClaw
/install afrexai-insurance-claims
Description
Processes and analyzes insurance claims across policy types, providing coverage mapping, liability scoring, reserve estimates, fraud detection, and settlemen...
README (SKILL.md)

Insurance Claims Processor

Process, analyze, and optimize insurance claims. Covers property, liability, workers' comp, auto, and professional indemnity.

What This Does

Takes raw claim details and produces:

  • Structured claim summary with policy coverage mapping
  • Liability assessment with supporting/weakening factors
  • Reserve estimate with confidence range
  • Subrogation opportunity analysis
  • Red flag detection (fraud indicators, coverage gaps)
  • Settlement recommendation with negotiation range
  • Regulatory compliance checklist by jurisdiction

Usage

Provide claim details in any format — adjuster notes, policyholder statement, incident report, photos, or free text. The agent structures everything.

Quick Claim Analysis

Analyze this claim: [paste details]

Full Processing

Process claim for:
- Policy type: [commercial general liability / property / WC / auto / PI]
- Incident date: [date]
- Reported date: [date]
- Claimant: [name/entity]
- Description: [what happened]
- Claimed amount: [if known]
- Policy limits: [if known]
- Jurisdiction: [state/country]

Claim Analysis Framework

1. Coverage Determination

  • Map incident to policy provisions
  • Identify applicable endorsements and exclusions
  • Flag coverage disputes early
  • Check occurrence vs claims-made triggers

2. Liability Assessment

Score 1-10 on insured liability exposure:

  • 1-3: Strong defense position, deny or minimal settlement
  • 4-6: Mixed liability, negotiate
  • 7-10: Clear insured liability, reserve and settle

Factors evaluated:

  • Comparative/contributory negligence (jurisdiction-specific)
  • Statutory obligations
  • Contractual indemnity provisions
  • Prior loss history pattern

3. Reserve Estimation

Three-point estimate:

  • Low: Best case with strong defense
  • Mid: Most likely outcome
  • High: Worst case including litigation costs

Include:

  • Indemnity reserve
  • Defense costs (inside/outside limits)
  • Allocated loss adjustment expense (ALAE)
  • Unallocated loss adjustment expense (ULAE)

4. Fraud Detection

Red flags scored by severity:

  • Claim timing patterns (Monday morning, policy inception proximity)
  • Prior claim frequency
  • Documentation inconsistencies
  • Witness availability issues
  • Financial stress indicators
  • Description vs damage inconsistency

5. Subrogation Analysis

  • Third-party recovery potential
  • Evidence preservation requirements
  • Statute of limitations by jurisdiction
  • Cost-benefit of pursuit

6. Settlement Strategy

  • Opening position and authority range
  • Mediation vs litigation cost comparison
  • Jurisdiction-specific verdict ranges
  • Structured settlement considerations for large claims

Industry-Specific Modules

Property Claims

  • Replacement cost vs actual cash value
  • Business interruption calculations (gross earnings, extra expense)
  • Ordinance or law coverage triggers
  • Catastrophe event coordination

Workers' Compensation

  • Compensability determination
  • Return-to-work timeline
  • Medical treatment guidelines by state
  • Permanent disability rating estimates

Professional Liability

  • Discovery rule and statute of repose
  • Prior acts coverage analysis
  • Consent to settle provisions
  • Panel counsel selection criteria

Auto/Fleet

  • Comparative fault allocation
  • UM/UIM stacking analysis
  • Medical payment coordination
  • Total loss threshold calculations

Compliance Checklist Generator

Produces jurisdiction-specific compliance timeline:

  • Acknowledgment deadlines
  • Investigation completion requirements
  • Payment timing obligations
  • Required notices and disclosures
  • Bad faith exposure triggers

Output Format

Every analysis produces:

  1. Executive Summary — 3-line claim snapshot
  2. Coverage Analysis — provisions, exclusions, disputes
  3. Liability Score — 1-10 with reasoning
  4. Reserve Recommendation — low/mid/high with breakdown
  5. Red Flags — fraud indicators if any
  6. Action Items — next steps with deadlines
  7. Settlement Range — if applicable

Built by AfrexAI — AI agent context packs for every industry.

Get the full Insurance & Risk Management Context Pack with claims processing, underwriting automation, policy analysis, and actuarial modeling: AfrexAI Storefront

Calculate what AI agents save your claims operation: AI Revenue Calculator

Usage Guidance
This skill is internally consistent, but it expects you to provide real claim data — which may include personal data and confidential business information. Before using in production: (1) test with anonymized or synthetic claims, (2) verify jurisdiction-specific legal/regulatory outputs for your territories, (3) validate fraud and reserve recommendations with a human reviewer, and (4) note the package source is effectively 'unknown' (README links to an AfrexAI page); if provenance is important, confirm the provider and review their privacy/security practices before sending sensitive data.
Capability Analysis
Type: OpenClaw Skill Name: afrexai-insurance-claims Version: 1.0.0 The skill bundle is benign. All files (SKILL.md, README.md, _meta.json) describe a legitimate insurance claims processing functionality. The SKILL.md contains no prompt injection attempts, instructions for unauthorized data access (e.g., environment variables, file system), or commands for network exfiltration or system execution. The external links in SKILL.md and README.md are for attribution and marketing, and the agent is not instructed to interact with them in a harmful way. The installation instructions are standard for OpenClaw.
Capability Assessment
Purpose & Capability
The name/description (claims processing, liability scoring, reserves, fraud flags) matches the SKILL.md contents and the outputs it promises. The skill does not request unrelated binaries, credentials, or config paths.
Instruction Scope
The SKILL.md stays on task (describe claim, run analysis, produce structured output). It does rely on the user/agent to supply potentially sensitive claim data (names, reports, photos), which is expected for this use case but is a privacy consideration — the instructions do not direct the agent to read arbitrary system files or exfiltrate data to hidden endpoints.
Install Mechanism
No install spec and no code files (instruction-only), so nothing is written to disk or downloaded by the skill itself. README suggests a clawhub install command but the package contains no install artifacts.
Credentials
The skill declares no required environment variables, credentials, or config paths. There are no unexplained secret requests.
Persistence & Privilege
always:false and default model invocation settings are used. The skill does not request permanent presence or to modify other skills. Autonomous invocation is allowed (platform default) but not coupled with other red flags.
How to Use
  1. Make sure OpenClaw is installed (local or Docker)
  2. Run the install command in chat: /install afrexai-insurance-claims
  3. After installation, invoke the skill by name or use /afrexai-insurance-claims
  4. Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
Initial release of AfrexAI Insurance Claims Processor. - Processes insurance claims for property, liability, workers’ comp, auto, and professional indemnity. - Produces structured claim summaries, liability assessments, reserve estimates, subrogation analysis, fraud detection, and settlement recommendations. - Accepts free-form claim details and supports both quick and full claim processing modes. - Includes industry-specific modules and jurisdiction-based compliance checklists. - Standardized output format delivers clear executive summary, analysis, recommendations, and next steps.
Metadata
Slug afrexai-insurance-claims
Version 1.0.0
License
All-time Installs 1
Active Installs 1
Total Versions 1
Frequently Asked Questions

What is Insurance Claims Processor?

Processes and analyzes insurance claims across policy types, providing coverage mapping, liability scoring, reserve estimates, fraud detection, and settlemen... It is an AI Agent Skill for Claude Code / OpenClaw, with 554 downloads so far.

How do I install Insurance Claims Processor?

Run "/install afrexai-insurance-claims" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.

Is Insurance Claims Processor free?

Yes, Insurance Claims Processor is completely free (open-source). You can download, install and use it at no cost.

Which platforms does Insurance Claims Processor support?

Insurance Claims Processor is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).

Who created Insurance Claims Processor?

It is built and maintained by 1kalin (@1kalin); the current version is v1.0.0.

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