Chalk Labs
Need help deploying afrexai-insurance-claims?
Chalk Labs sets up agents like this inside real teams: connected to your tools, tested on your data, with a human in the loop where it matters.
Install
Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.
npx agentmarket install skill/fdu-ins-afrexai-insurance-claims
Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.
Get the weekly diff
The weekly diff: one email a week with new agent tools, notable updates and grade changes, plus security alerts for tools you follow. Double opt-in, one-click unsubscribe.
About
Reviews
Write a reviewNo reviews yet. Installed it? Reviews come from verified installers only. How reviews work
Permissions
What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.
- Tools
- No tools found
- Secrets
- None asked for
- Install scripts
- None found
Network hosts it talks to 1
codeload.github.com· found in install command
Files it touches
~/.claude/skills/afrexai-insurance-claims
What's inside
- Skill name
afrexai-insurance-claims- Description
- Insurance Claims Processor
- License
- Apache-2.0
- Instructions
- 144 lines in SKILL.md · view on GitHub
Files (2)
- README.md
- SKILL.md
SKILL.md (first lines)
# 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
From FDU-INS/Insurance-Skills, Apache-2.0.
More from FDU-INS/Insurance-Skills
- 0.586score
aippt-policy-briefing
FDU-INS
Route new policy briefing, policy update, regulatory update deck, regulatory change deck, compliance change summary, legal update deck, or legal/product…
SkillCFreshness: C★ 80Claude Code +9 - 0.583score
annuity-life-insurance-sales
FDU-INS
Guide annuity and life-insurance sales workflows—discovery, suitability, product selection, objections, closing, and servicing—when supporting licensed…
SkillCFreshness: C★ 80Claude Code +9 - 0.582score
Roofing Knowledge Mentor
FDU-INS
Senior-level roofing, estimating, and operations guidance for contractors, adjusters, inspectors, and sales teams.
SkillCFreshness: C★ 80Claude Code +9 - 0.582score
Dispute Letter
FDU-INS
Generate dispute letters for consumer, landlord, labor, and insurance cases.
SkillCFreshness: C★ 80Claude Code +9 - 0.581score
actuarial-analysis
FDU-INS
Guide actuarial analysis for insurance pricing.
SkillCFreshness: C★ 80Claude Code +9 - 0.581score
analyzing-premium-pricing
casemark
Structures actuarial pricing analysis with loss cost estimation, expense loading, and rate adequacy testing.
SkillCFreshness: C★ 80Claude Code +9 - 0.581score
analyzing-life-insurance-products
casemark
Evaluates life insurance product structures with cash value analysis, cost comparisons, and suitability assessment.
SkillCFreshness: C★ 80Claude Code +9 - 0.581score
analyzing-cyber-insurance
casemark
Structures cyber insurance evaluation with coverage assessment, limit adequacy, and claims scenario analysis.
SkillCFreshness: C★ 80Claude Code +9 - 0.581score
analyzing-embedded-finance
casemark
Evaluates embedded finance opportunities with distribution economics and regulatory framework analysis.
SkillCFreshness: C★ 80Claude Code +9 - 0.581score
analyzing-health-insurance-plans
casemark
Evaluates health insurance plan structures with actuarial value, network analysis, and cost projection.
SkillCFreshness: C★ 80Claude Code +9 - 0.581score
analyzing-insurance-financials
casemark
Structures insurance company financial analysis with combined ratio, reserve adequacy, and capital metrics.
SkillCFreshness: C★ 80Claude Code +9 - 0.581score
access-indemnity-agreement
FDU-INS
Drafts U.S.
SkillCFreshness: C★ 80Claude Code +9
Signals
- Stars
- 80
- Forks
- 18
- Open issues
- 1
- Last commit (this folder)
- May 18, 2026 (5 months ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- Apache-2.0
- Repository
- github.com/FDU-INS/Insurance-Skills
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
More from FDU-INS
- 0.586score
aippt-policy-briefing
FDU-INS
Route new policy briefing, policy update, regulatory update deck, regulatory change deck, compliance change summary, legal update deck, or legal/product…
SkillCFreshness: C★ 80Claude Code +9 - 0.583score
annuity-life-insurance-sales
FDU-INS
Guide annuity and life-insurance sales workflows—discovery, suitability, product selection, objections, closing, and servicing—when supporting licensed…
SkillCFreshness: C★ 80Claude Code +9 - 0.582score
Dispute Letter
FDU-INS
Generate dispute letters for consumer, landlord, labor, and insurance cases.
SkillCFreshness: C★ 80Claude Code +9 - 0.582score
Roofing Knowledge Mentor
FDU-INS
Senior-level roofing, estimating, and operations guidance for contractors, adjusters, inspectors, and sales teams.
SkillCFreshness: C★ 80Claude Code +9 - 0.581score
actuarial-analysis
FDU-INS
Guide actuarial analysis for insurance pricing.
SkillCFreshness: C★ 80Claude Code +9 - 0.581score
access-indemnity-agreement
FDU-INS
Drafts U.S.
SkillCFreshness: C★ 80Claude Code +9
Done for you
Rather not set it up yourself?
Chalk Labs scopes, builds and runs agents for your team: the task audit, the eval harness, the integrations and the weekly ops report. Fixed scope, priced before we start.
See how we build AI agents →Read the case studies
Chalk Labs is a two-founder AI and growth studio. We build AI agents, CRMs and MVPs for Web3 and AI companies, and have shipped 50+ product and token launches.
- launches shipped
- 50+
- launches shipped
- media placements
- 500+
- media placements
- founders on every account
- 2
- founders on every account
Press we've placed: Forbes · CoinDesk · Decrypt · Cointelegraph · The Block
Rahil Jain, Co-founder, Chalk Labs. Ex-Goldman Sachs engineer. You talk to the person who builds it.
Get afrexai-insurance-claims running in your business
Tell us what you want to automate. A founder replies within one working day with a plan, not a pitch deck.
Cite this page
afrexai-insurance-claims skill. Agent Mart. https://agentmart.dev/skills/fdu-ins-afrexai-insurance-claims (last updated 2026-10-24)