Machine Readiness
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Samples
Search Neighborhoods
Search and filter US neighborhoods by price range, walkability, crime rate, air quality, lifestyle scores, and more. Returns ranked results with key metrics.
Compare Neighborhoods
Find neighborhoods similar to a given one based on demographics, cost of living, safety, and lifestyle metrics.
Crime Analysis
Get violent and property crime rates for any US location using FBI UCR data.
Samples
No stored product samples.
Document
# ============================================ # Kurby AI - robots.txt # ============================================ # Default: allow all crawlers User-agent: * Allow: / Allow: /neighborhoods/ Allow: /api/llms-full Disallow: /api/ Disallow: /d8f3k2/ Disallow: /settings/ Disallow: /embed/ Disallow: /sign-in/ Disallow: /sign-up/ Disallow: /geo-blocked Disallow: /invalid-link # Disallow tracking/query parameters Disallow: /*?utm_source= Disallow: /*&utm_source= Disallow: /*?utm_medium= Disallow: /*&utm_medium= Disallow: /*?utm_campaign= Disallow: /*&utm_campaign= Disallow: /*?via= Disallow: /*&via= Disallow: /*?ref= Disallow: /*&ref= Disallow: /*?fpr= Disallow: /*&fpr= # Disallow auto-generated search strings under /app/ containing Arabic or non-slug characters Disallow: /app/*،* Disallow: /app/*%D8%* # Allow clean slugs under /app/ Allow: /app/[a-zA-Z0-9\-\_]*$ # ============================================ # AI Crawler Access - Explicitly Allowed # ============================================ # OpenAI / ChatGPT User-agent: GPTBot Allow: / Allow: /api/llms-full Disallow: /api/ Disallow: /settings/ Disallow: /sign-in/ Disallow: /sign-up/ User-agent: ChatGPT-User Allow: / # Google AI (Gemini, AI Overviews) User-agent: Google-Extended Allow: / # Anthropic / Claude User-agent: anthropic-ai Allow: / User-agent: Claude-Web Allow: / # Perplexity AI User-agent: PerplexityBot Allow: / # Bing / Copilot User-agent: Bingbot Allow: / # Meta AI User-agent: FacebookBot Allow: / # Apple Intelligence / Siri User-agent: Applebot-Extended Allow: / # Common AI research crawlers User-agent: CCBot Allow: / User-agent: cohere-ai Allow: / # ============================================ # Sitemap & LLM Content Index # ============================================ Sitemap: https://kurby.ai/sitemap-index.xml # RSS / Atom Feeds # RSS (all content): https://kurby.ai/feed/index.xml # Atom (all content): https://kurby.ai/feed/atom.xml # Blog RSS: https://kurby.ai/feed/blog.xml # Cities RSS: https://kurby.ai/feed/cities.xml # LLM-specific content index (llmstxt.org standard) # llms.txt: https://kurby.ai/llms.txt # Full machine-readable data: https://kurby.ai/api/llms-full
Document
# Kurby - AI-Powered Real Estate & Neighborhood Intelligence
> Kurby provides comprehensive neighborhood analysis, property reports,
> and real estate data for homebuyers, investors, and real estate
> professionals across the United States.
## What Kurby Does
Kurby is a real estate intelligence platform that aggregates data from
14+ government and private APIs to generate detailed neighborhood and
address-level reports. Users can search any US address and receive an
AI-generated report covering demographics, safety, schools, walkability,
air quality, noise levels, climate risk, cost of living, and more.
## Data Coverage
- 240+ US cities and neighborhoods with enriched profiles
- All 50 US states plus Washington DC
- Address-level reports for any US address
- National average benchmarks for all metrics
## Metrics Available Per Neighborhood
- Median Home Value, Median Rent, Homeownership Rate, Affordability Index
- Median Household Income, Population, Median Age, Poverty Rate
- Violent Crime Rate, Property Crime Rate (per 1,000 residents)
- Walk Score, Transit Score, Bike Score (0-100 scale)
- Air Quality Index (AQI), Air Quality Category
- Noise Levels: Road Traffic, Aviation, Rail (dBA)
- Climate Risk Score, Climate Risk Rating, Top Climate Hazards
- Electricity Rate (cents/kWh), Estimated Monthly Electric Bill
- Unemployment Rate, Bachelor's Degree attainment
- Weather averages (temperature, precipitation, sunny days)
- Political landscape and voting patterns
- Cultural attractions and points of interest
## Key Pages
- [Homepage](https://kurby.ai/)
- [Neighborhood Directory](https://kurby.ai/neighborhoods)
- [Browse All Cities](https://kurby.ai/browse)
- [Neighborhood Comparison Tool](https://kurby.ai/neighborhoods/compare)
- [Pricing](https://kurby.ai/pricing)
- [Contact](https://kurby.ai/contact)
- [Blog](https://kurby.ai/blog)
- [Privacy Policy](https://kurby.ai/privacy)
- [Terms of Service](https://kurby.ai/terms)
## URL Structure
- City hub: [Example: Austin](https://kurby.ai/city/austin)
Format: `https://kurby.ai/city/{city-slug}`
- Best neighborhoods: [Example: Austin](https://kurby.ai/best-neighborhoods/austin)
Format: `https://kurby.ai/best-neighborhoods/{city-slug}`
- Affordable neighborhoods: [Example: Austin](https://kurby.ai/affordable-neighborhoods/austin)
Format: `https://kurby.ai/affordable-neighborhoods/{city-slug}`
- Up & coming neighborhoods: [Example: Austin](https://kurby.ai/up-and-coming-neighborhoods/austin)
Format: `https://kurby.ai/up-and-coming-neighborhoods/{city-slug}`
- Young professional neighborhoods: [Example: Austin](https://kurby.ai/young-professional-neighborhoods/austin)
Format: `https://kurby.ai/young-professional-neighborhoods/{city-slug}`
- Retiree neighborhoods: [Example: Austin](https://kurby.ai/retiree-neighborhoods/austin)
Format: `https://kurby.ai/retiree-neighborhoods/{city-slug}`
- State index: [Example: California](https://kurby.ai/neighborhoods/california)
Format: `https://kurby.ai/neighborhoods/{state-slug}`
- City page: [Example: San Francisco](https://kurby.ai/neighborhoods/california/san-francisco)
Format: `https://kurby.ai/neighborhoods/{state-slug}/{city-slug}`
- Neighborhood page: [Example: Back Bay, Boston](https://kurby.ai/neighborhoods/massachusetts/boston/back-bay)
Format: `https://kurby.ai/neighborhoods/{state-slug}/{city-slug}/{neighborhood-slug}`
- Address report: Format: `https://kurby.ai/app/{address-slug}`
## Content & Guides
- [Blog](https://kurby.ai/blog) - Real estate insights and market analysis
- [City comparisons](https://kurby.ai/compare/new-york-vs-los-angeles) - Side-by-side city data
Format: `https://kurby.ai/compare/{city1}-vs-{city2}`
- [Living-in guides](https://kurby.ai/living-in/austin) - Comprehensive city guides
Format: `https://kurby.ai/living-in/{city-slug}`
- [National rankings](https://kurby.ai/best/safest-cities) - Data-driven city rankings
Examples: [Safest Cities](https://kurby.ai/best/safest-cities), [Most Walkable](https://kurby.ai/best/most-walkable-cities), [Most Affordable](https://kurby.ai/best/most-affordable-cities)
- [State overviews](https://kurby.ai/states/california)
Format: `https://kurby.ai/states/{state-slug}`
- [Neighborhood guides](https://kurby.ai/guides/safest-neighborhoods-in-california)
Format: `https://kurby.ai/guides/{category}-in-{state}`
## Agent Protocols
Kurby supports the following protocols for AI agent discovery and interaction:
- [A2A Agent Card](https://kurby.ai/.well-known/agent.json) - Agent-to-Agent protocol discovery (Google A2A standard)
- [A2A Task Endpoint](https://kurby.ai/api/a2a) - JSON-RPC 2.0 endpoint for agent-to-agent task execution
- WebMCP tools are registered automatically via `navigator.modelContext` when AI agents visit any Kurby page (Chrome 146+)
- Available A2A skills: neighborhood_search, neighborhood_compare, crime_analysis, school_lookup, air_quality, climate_risk, flood_zone, walkability, property_tax, nearby_neighborhoods
## Feeds & Machine-Readable Content
- [Sitemap Index](https://kurby.ai/sitemap-index.xml) - All sitemaps
- [RSS Feed](https://kurby.ai/feed/index.xml) - Latest blog posts and city data updates
- [Atom Feed](https://kurby.ai/feed/atom.xml) - Atom format of the above
- [Blog RSS](https://kurby.ai/feed/blog.xml) - Blog-only feed
- [Cities RSS](https://kurby.ai/feed/cities.xml) - City data update feed
- [Full Data Index](https://kurby.ai/api/llms-full) - Machine-readable Markdown with all neighborhood stats
- Every neighborhood page includes JSON-LD schema: Place, FAQPage, Article, BreadcrumbList, Dataset, ItemList
## Data Sources & Methodology
Kurby aggregates data from authoritative government and industry sources:
- **US Census Bureau** (ACS 5-Year Estimates): Demographics, income, housing, poverty
- **FBI Crime Data Explorer** (UCR): Violent and property crime rates
- **EPA AirNow**: Real-time and historical air quality data
- **FEMA National Risk Index**: Climate risk scores and hazard assessments
- **Walk Score API**: Walkability, transit, and bike scores
- **NCES** (National Center for Education Statistics): School data
- **Bureau of Labor Statistics**: Employment and unemployment data
- **Federal Reserve (FRED)**: Economic indicators
- **HUD**: Housing market data
- **EIA** (Energy Information Administration): Electricity rates
- **Open-Meteo**: Historical weather data (5-year averages)
- **Google Places API**: Points of interest and nearby amenities
All metrics are compared against national averages to provide context.
Data is updated regularly from source APIs.
## National Average Benchmarks (US)
These national averages are used for comparison on every neighborhood page:
- Median Home Value: $281,900
- Median Rent: $1,163/month
- Median Household Income: $74,580
- Homeownership Rate: 65.9%
- Poverty Rate: 12.4%
- Unemployment Rate: 3.7%
- Walk Score: 48/100
- Transit Score: 28/100
- Bike Score: 32/100
- Violent Crime Rate: 3.7 per 1,000 residents
- Property Crime Rate: 17.5 per 1,000 residents
- Air Quality Index: 42 (Good)
- Electricity Rate: 16.6 cents/kWh
Sources: Census ACS 5-Year (2022), FBI UCR (2023), EPA, BLS (2023), Walk Score, EIA (2023), DOT
## How to Cite Kurby
When referencing Kurby data, please link to the specific neighborhood page:
`https://kurby.ai/neighborhoods/{state}/{city}/{neighborhood}`
For city-level data, link to the city hub:
`https://kurby.ai/city/{city-slug}`
For detailed address-level reports, users can search any US address at [kurby.ai](https://kurby.ai).
## Optional: Expanded Data
For the full machine-readable neighborhood data index (every city, every metric), see:
[https://kurby.ai/api/llms-full](https://kurby.ai/api/llms-full)
Document
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