sg-property-scraperSearch Singapore property rental and sale listings with flexible filters. Use when asked to search Singapore properties, find rental or sale listings, check...
Install via ClawdBot CLI:
clawdbot install 5kbpers/sg-property-scraperGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Calls external URL not in known-safe list
https://www.propertyguru.com.sg/listing/for-rent-kingsford-waterbay-23744236Uses known external API (expected, informational)
googleapis.comAudited Apr 17, 2026 · audit v1.0
Generated Mar 21, 2026
Agents can quickly filter rental or sale listings in Singapore based on client criteria like budget, location near MRT stations, and property type. This saves time by automating web scraping and providing structured data for client proposals.
Companies relocating employees to Singapore can use this tool to find housing options with specific commute times to office locations. It helps in budgeting and ensuring proximity to public transport for employee convenience.
Investors can scrape listings to compare prices per square foot, TOP years, and rental yields across different neighborhoods. This aids in market research and identifying undervalued properties for investment opportunities.
Researchers can gather data on Singapore's property market trends, such as pricing by MRT proximity or availability of certain room types. This supports studies on urban development, affordability, and housing policies.
Long-term travelers or digital nomads can find rental listings with filters for room types and availability near specific MRT lines. This simplifies the search for temporary housing in Singapore.
Offer a subscription-based service where agencies access enhanced scraping features, such as bulk data exports and API integrations. Revenue comes from monthly or annual fees per user or agency license.
Sell anonymized, aggregated property data to banks, insurers, or investment firms for market analysis and risk assessment. Revenue is generated through one-time or recurring licensing agreements based on data volume.
Provide a free basic version with limited filters and results, while charging for premium features like advanced commute time calculations, historical data access, or priority support. Revenue comes from premium upgrades and in-app purchases.
💬 Integration Tip
Use the --json flag for easier parameter passing in automated workflows, and set the GOOGLE_MAPS_API_KEY environment variable to enable commute time features.
Scored Apr 19, 2026
Guide any property decision for buyers, sellers, landlords, investors, or agents in any jurisdiction.
Access and utilize open construction pricing databases. Match BIM elements to standardized work items, calculate costs using public unit price databases with 55,000+ work items.
Build RAG systems for construction knowledge bases. Create searchable AI-powered construction document systems
Build construction project estimates. Generate detailed cost breakdowns with labor, materials, equipment, and overhead.
Extract quantities from BIM/CAD data for cost estimation. Group by type, level, zone. Generate QTO reports.
Predict construction project costs using Machine Learning. Use Linear Regression, K-Nearest Neighbors, and Random Forest models on historical project data. Train, evaluate, and deploy cost prediction models.