Neighborhood Context Summarizer

WHAT IT DOES

Neighborhood Context Summarizer extracts property listing content and neighborhood information from any real estate page and uses advanced AI to generate a comprehensive neighborhood overview. It summarizes key aspects including amenities (shopping, dining, parks), schools (ratings and proximity), transit options, safety context, and community vibe. This helps you evaluate an area's livability and suitability without hours of research.

WHERE IT RUNS

This tool operates as a userscript within the BotGentz extension framework, running directly in your browser on any website. It works on real estate platforms like Zillow, Realtor.com, Redfin, and virtually any property listing page with neighborhood details. The tool integrates seamlessly into your workflow, appearing as a draggable panel that stays accessible as you research neighborhoods.

HOW TO USE

Click "Scan Page" to automatically extract the property and neighborhood content from the current page. The tool intelligently identifies location details, amenities, school information, transit options, and community features. Configure your summary settings: choose your preferred focus (Amenities-Focused, Schools-Focused, Transit-Focused, Safety-Focused, or Balanced), toggle distance inclusion on or off to see proximity to key landmarks, and toggle drawback highlighting on or off to identify potential concerns. Click "Summarize Neighborhood" to send the content to the AI backend. Within moments, you'll receive a comprehensive neighborhood overview. Use the "Copy Summary" button to save it for reference.

TECHNICAL OPERATION

Neighborhood Context Summarizer employs a multi-strategy extraction pipeline that first checks for selected text, then attempts WebMCP (navigator.modelContext) when available—a W3C proposal for structured page content access—and falls back to DOM-based content detection using prioritized selectors for neighborhood information, property details, community sections, and content areas. The user's focus preference, distance inclusion setting, and drawback highlighting toggle are encoded as system-level instructions in the prompt sent to the AI. The text is truncated to 8000 characters and transmitted via GM_xmlhttpRequest to the AI backend. The AI, specifically prompted as a neighborhood analysis specialist, analyzes the content to identify key neighborhood characteristics including walkability, transit access, school proximity, crime context, dining and shopping options, park access, and community atmosphere. It organizes this information into a structured overview, prioritizing based on the user's selected focus while balancing with relevant secondary details. The output highlights both strengths and potential drawbacks to provide a balanced assessment of livability. Each request is authenticated with a subscription key and counts against your monthly usage cap.

THE PANEL

The Neighborhood Context Summarizer panel is fully draggable and remembers its position between sessions using GM_setValue. It snaps to the edge of the viewport for a clean interface and can be collapsed to a small icon when not in use. The panel is resizable to accommodate longer content. Press Escape to quickly close or collapse the panel. The design is optimized for productivity with a dark theme, clear visual hierarchy, and responsive controls that adapt to your workflow.

PLEASE NOTE

This tool requires the free BotGentz extension installed in your browser and an active subscription to access the AI backend. AI-generated neighborhood summaries are intended as aids for initial research and should not replace personal visits, professional advice, or thorough due diligence. Always verify neighborhood information through official sources and personal experience. The tool may not capture all local nuances or current conditions. No page data is stored or transmitted beyond the content you explicitly submit for summarization. All processing occurs through secure HTTPS connections, and your subscription key is never exposed to the page context.