Elder Care Facility Intelligence MCP Server

Nursing home and assisted living due diligence intelligence via the Model Context Protocol. This MCP server orchestrates 9 data sources to deliver facility safety scoring, regulatory violation tracking, complaint pattern analysis, ownership transparency investigation, quality rating composites, staff adequacy estimation, and facility comparison benchmarking. Purpose-built for PE firms, insurers, families, and regulators evaluating elder care operations.

What data can you access?

Data Point	Source
Workplace safety violations and penalties	OSHA Inspections
Consumer billing and service complaints	CFPB Consumer Complaints
Customer satisfaction and review sentiment	Trustpilot Reviews
Cross-platform review aggregation and trends	Multi-Review Analyzer
Corporate ownership structure and entity data	OpenCorporates
International corporate entity verification	UK Companies House
Nonprofit financial data for tax-exempt operators	ProPublica Nonprofit Explorer
Facility locations, ratings, and contacts	Google Maps Lead Enricher
Web presence and contact verification	Website Contact Scraper

MCP Tools

Tool	Price	Description
facility_safety_assessment	$3.00	Comprehensive facility safety assessment combining OSHA violations, complaint patterns, review analysis, ownership transparency, and quality rating into a unified report
regulatory_violation_history	$3.00	OSHA-focused regulatory violation history including serious, willful, and repeat violations with penalty amounts and inspection trends
complaint_pattern_analysis	$3.00	Complaint pattern analysis combining CFPB consumer complaints with multi-platform review sentiment and keyword detection
ownership_structure_check	$3.00	Ownership transparency investigation through corporate registry search, nonprofit status verification, and entity complexity analysis
quality_rating_composite	$3.00	Quality rating composite from multi-platform review aggregation, Trustpilot ratings, and Google Maps presence with consistency scoring
staff_adequacy_estimate	$3.00	Staff adequacy estimation using OSHA staffing violation data, review keyword extraction for understaffing signals, and complaint pattern correlation
compare_facilities	$3.00	Side-by-side facility comparison data covering safety, complaints, quality, and ownership for benchmarking against peers
regional_facility_scan	$15.00	Regional scan to discover elder care facilities in a geographic area with ratings, contact information, and facility type filtering

Data Sources

• OSHA Inspections -- Workplace safety violations, penalties, and inspection history from the Occupational Safety and Health Administration
• CFPB Consumer Complaints -- Consumer financial complaints indicating billing disputes, service failures, and regulatory issues
• Trustpilot Reviews -- Consumer review platform data for satisfaction measurement and sentiment analysis
• Multi-Review Analyzer -- Cross-platform review aggregation pulling sentiment trends from multiple review sites simultaneously
• OpenCorporates -- Global corporate registry covering 140+ jurisdictions for ownership structure and entity registration verification
• UK Companies House -- International corporate entity verification for operators with UK-registered parent companies
• ProPublica Nonprofit Explorer -- IRS 990 financial data for tax-exempt elder care operators, revealing executive compensation and revenue
• Google Maps Lead Enricher -- Facility location data including ratings, contact information, hours, and geographic coordinates
• Website Contact Scraper -- Facility web presence verification and contact data extraction from operator websites

How the scoring works

The MCP produces multiple scoring dimensions that combine into a comprehensive facility assessment.

Facility Safety Score evaluates OSHA serious, willful, and repeat violation counts alongside penalty severity and inspection recency. Facilities with recent willful violations score highest risk.

Complaint Severity Index measures CFPB complaint volume, cross-platform review negativity, and performs keyword analysis for neglect indicators such as "understaffed," "wait," "neglect," and "abandon."

Ownership Transparency Rating examines corporate layers, nonprofit status verification, and multi-jurisdiction presence. Operators with opaque ownership structures through multiple shell entities receive lower transparency scores.

Staff-to-Patient Ratio Estimator extracts staffing-related keywords from reviews and complaints (understaffed, short-staffed, wait, response time, neglect) and cross-references with OSHA staffing violations. Five or more staffing mentions triggers a likely understaffed signal; ten or more triggers a critical adequacy concern.

Quality Rating Composite aggregates reviews across Trustpilot, Google Maps, and the Multi-Review Analyzer, scoring both average rating and cross-platform consistency.

Score Range	Risk Level
0-25	Low risk -- strong compliance and positive reviews
26-50	Moderate risk -- some violations or mixed reviews
51-75	High risk -- significant violations or negative patterns
76-100	Critical risk -- serious/willful violations, understaffing signals

How to connect this MCP server

Claude Desktop

Add to your claude_desktop_config.json:

{
  "mcpServers": {
    "elder-care-facility-intelligence": {
      "url": "https://elder-care-facility-intelligence-mcp.apify.actor/mcp"
    }
  }
}

Programmatic (HTTP)

curl -X POST https://elder-care-facility-intelligence-mcp.apify.actor/mcp \
  -H "Content-Type: application/json" \
  -H "Authorization: Bearer YOUR_APIFY_TOKEN" \
  -d '{"jsonrpc":"2.0","method":"tools/call","params":{"name":"facility_safety_assessment","arguments":{"facility":"Sunrise Senior Living","location":"Virginia"}},"id":1}'

This MCP also works with Cursor, Windsurf, Cline, and any other MCP-compatible client.

Use cases for elder care facility intelligence

Private Equity Acquisition Due Diligence

Evaluate elder care facilities before acquisition by combining safety records, complaint trajectories, and ownership structures that may not appear in seller disclosures.

Insurance Risk Underwriting

Assess nursing home operator risk profiles for liability and workers compensation policies using violation history, complaint density, and staffing adequacy signals.

Family Decision Support

Compare facilities in a region with quantified safety scores, quality ratings, and complaint patterns to make informed placement decisions for loved ones.

Regulatory Compliance Monitoring

Track facility compliance trajectories across multiple dimensions, benchmarking individual facilities against regional peers for proactive oversight.

Portfolio Risk Management

Monitor a portfolio of elder care investments for deteriorating safety metrics, rising complaint volumes, or ownership structure changes that signal operational risk.

Staffing Adequacy Auditing

Detect understaffing patterns through review keyword analysis and OSHA violation correlation before they escalate into regulatory actions or adverse events.

How much does it cost?

This MCP uses pay-per-event pricing. You are only charged when a tool is called -- there is no subscription or monthly fee.

The Apify Free plan includes $5 of monthly platform credits, which is enough to run multiple facility assessments at no cost.

Cost examples:

• Screen one facility for safety: $3.00
• Compare two facilities: $6.00 (two compare_facilities calls)
• Full regional scan plus top-3 facility deep dives: $24.00

How it works

1. You call a tool (e.g., facility_safety_assessment) with a facility name and optional location
2. The MCP dispatches parallel requests to up to 9 Apify actors simultaneously
3. Raw data from OSHA, CFPB, review platforms, corporate registries, and maps is collected
4. Scoring functions analyze violations, complaints, reviews, ownership, and staffing signals
5. A structured JSON response is returned with scores, signals, risk levels, and supporting data

All actor calls run in parallel for maximum speed. A comprehensive facility assessment typically completes in 15-30 seconds.

FAQ

Q: Does this include CMS star ratings? A: It accesses publicly available OSHA, complaint, and review data. CMS Nursing Home Compare star ratings are not directly integrated, but quality_rating_composite provides a comparable cross-platform assessment from consumer review data.

Q: Can it detect understaffing? A: Yes. The staff_adequacy_estimate tool extracts staffing-related keywords from reviews and complaints (understaffed, short-staffed, wait, neglect) and cross-references with OSHA staffing violations to estimate staffing adequacy.

Q: Does it cover assisted living and memory care facilities? A: Yes. The regional_facility_scan tool accepts a facility type parameter (nursing home, assisted living, memory care) and the assessment tools work with any elder care operation name.

Q: How fresh is the data? A: All data is fetched live at query time from each source. OSHA and CFPB databases reflect their current published state. Review data is pulled in real-time from active review platforms.

Q: Is it legal to use this data? A: All data sources are publicly available government databases and consumer review platforms. See Apify's guide on web scraping legality.

Q: Can I combine this with other MCPs? A: Yes. Use the Healthcare Credentialing Intelligence MCP to verify provider credentials at the same facility, or the Insurance Underwriting Intelligence MCP for location-based peril assessment of the physical property.

Related MCP servers

MCP Server	Description
ryanclinton/healthcare-credentialing-intelligence-mcp	Provider verification, sanctions screening, and credentialing compliance
ryanclinton/insurance-underwriting-intelligence-mcp	Location-based peril assessment for property underwriting
ryanclinton/product-safety-consumer-risk-mcp	Consumer product safety and recall risk intelligence

Integrations

This MCP server runs on the Apify platform and supports:

• Apify API -- Call any tool programmatically via the Apify Actor API
• Scheduling -- Set up recurring facility monitoring on any schedule
• Webhooks -- Get notified when assessments complete for integration with downstream systems
• Apify integrations -- Connect to Slack, Google Sheets, Zapier, Make, and other platforms