seehiong/autonomous-hdb-deepagents
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.
The system orchestrates intent extraction, MRT resolution, and resale filtering through a **LangGraph state machine**, where each node (intent → mrt_resolve → resale → geospatial enrichment → summary) calls dedicated MCP tools for SQL queries and spatial distance calculations. It exposes three interfaces—CLI, FastAPI `/query` endpoint, and Gradio chat UI—all backed by the same DeepAgent pipeline, with reproducible data ingestion notebooks documenting how official Singapore datasets (HDB, LTA MRT, MOE schools, NParks) were transformed into PostgreSQL tables.
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16
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Language
Jupyter Notebook
License
MIT
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Last pushed
Dec 08, 2025
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