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.

26
/ 100
Experimental

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.

No Package No Dependents
Maintenance 6 / 25
Adoption 6 / 25
Maturity 9 / 25
Community 5 / 25

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16

Forks

1

Language

Jupyter Notebook

License

MIT

Last pushed

Dec 08, 2025

Commits (30d)

0

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