{"repo":"seehiong/autonomous-hdb-deepagents","free":true,"listed":false,"github":"https://github.com/seehiong/autonomous-hdb-deepagents","clone":"git clone https://github.com/seehiong/autonomous-hdb-deepagents.git","description":"Autonomous multi-agent system for intelligent HDB resale search — combining geospatial analytics, MRT proximity, and price intelligence using DeepAgents, LangGraph, FastAPI, Gradio UI, and MCP Toolbox. Fully Dockerized with reproducible data ingestion pipelines.","language":"Jupyter Notebook","stars":25,"topics":["data-engineering","deepagents","docker","fastapi","geospatial","gradio","hdb","langchain","langgraph","llm"],"license":"MIT","category":"ai-agents","readme_excerpt":"🏢 Autonomous HDB DeepAgents A Multi-Agent Geospatial + Resale-Price Intelligence System for Singapore HDB Search This project provides an autonomous DeepAgent pipeline that processes natural-language queries like: - \"Find flats near Bukit Batok MRT\" - \"Show me 4-room flats in Toa Payoh under 500k\" - \"HDB near MRT within 600m with good value picks\" and turns them into: 1. Intent extraction (town, MRT station, flat type, max price, radius) 2. MRT resolver (maps MRT → nearest HDB planning area via MCP SQL tool) 3. Resale flat retrieval via MCP PostgreSQL tools 4. Geospatial enrichment via MCP geospatial-query tools 5. Distance formatting and correction 6. LLM-powered summaries All orchestrated end-to-end via DeepAgents + LangGraph . --- 🌳 Project Structure 📚 Data Ingestion & Processing Notebooks This project includes a set of fully reproducible data-ingestion notebooks located under: These notebooks document how each official dataset from data.gov.sg , LTA , MOE , NParks , and OneMap was: 1. Downloaded (CSV/GeoJSON/API) 2. Cleaned 3. Transformed and normalized 4. Converted into SQL-ready tables 5. Inserted into PostgreSQL These notebooks serve as transparent documentation of all preprocessing logic and allow anyone to rebuild the entire database from scratch . Included Notebooks Notebook Purpose ------------------------------- ------------------------------------------------------------------------- hdb-existing-building.ipynb Extracts and processes HDB existing building geom","default_branch":null,"files":null,"tree":[],"storefront":"/r/seehiong","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/seehiong/autonomous-hdb-deepagents/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}