Domain

EstateForge AI

EstateForge automates property search and analysis in four stages: 1. **Search** — Firecrawl extracts listings from selected real estate websites 2. **Extract** — structured property data via Pydantic schemas (address, price, beds, baths, sqft) 3. **Analyze** — Market Analysis Agent provides neighborhood and investment insights 4. **Value** — Property Valuation Agent assesses each listing for investment potential

Python Streamlit

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EstateForge AI

Real estate search agent team by Sharad Khare.

EstateForge AI searches Zillow, Realtor.com, Trulia, and Homes.com using Firecrawl extraction, then delivers Gemini-powered market analysis and property valuations through a Streamlit interface.

Built and maintained by Sharad Khare — AI strategist, full-stack developer, and creator of practical agent workflows.

What this project does

EstateForge automates property search and analysis in four stages:

1. Search — Firecrawl extracts listings from selected real estate websites

2. Extract — structured property data via Pydantic schemas (address, price, beds, baths, sqft)

3. Analyze — Market Analysis Agent provides neighborhood and investment insights

4. Value — Property Valuation Agent assesses each listing for investment potential

Why Sharad Khare built EstateForge AI

Property hunting across multiple listing sites is fragmented and time-consuming. EstateForge demonstrates how Firecrawl extraction combined with Gemini agents can unify search, comparison, and investment analysis in one workflow.

How it works

City + State + Criteria + Website Selection
   │
   ▼
Firecrawl Extraction (Zillow, Realtor, Trulia, Homes.com)
   └── Structured property listings (Pydantic)
   │
   ▼
Market Analysis Agent (Gemini 2.5 Flash)
   └── Market trends and neighborhood insights
   │
   ▼
Property Valuation Agent (Gemini 2.5 Flash)
   └── Per-property investment assessments
   │
   ▼
Streamlit tabs: Properties, Market Analysis, Valuations

Supported websites

| Website | Data Extracted |

|---------|---------------|

| Zillow | Listings, prices, beds/baths, sqft |

| Realtor.com | Listings, prices, property details |

| Trulia | Listings, neighborhood data |

| Homes.com | Listings, property features |

Features

Multi-site property search with Firecrawl structured extraction
Pydantic schemas for consistent property data
Gemini 2.5 Flash agents for market analysis and valuations
Streamlit UI with property comparison tabs and metrics
Configurable search criteria: budget, type, beds, baths, sqft, features

Quick start

cd estateforge-ai
pip install -r requirements.txt
streamlit run app.py

Required API keys

Google AI API key — Gemini agents for analysis and valuation
Firecrawl API key — property listing extraction from real estate sites

Project structure

estateforge-ai/
├── app.py
├── estateforge/
│   ├── config.py
│   ├── schemas.py
│   └── search.py
├── requirements.txt
├── pyproject.toml
└── README.md

Topics

Sharad KhareEstateForge AIreal estate search AIproperty comparison agentFirecrawl real estate extractionGemini property analysisZillow search automationmarket analysis AIproperty valuation agentStreamlit real estate appmulti-agent property search.

Who this is for

Home buyers comparing properties across listing sites
Real estate investors evaluating market opportunities
Agents researching listings and neighborhood trends
Developers learning Firecrawl + Gemini agent patterns for real estate

Use cases

Search properties by city, state, budget, and criteria across multiple sites
Compare listings side-by-side with structured data
Get AI market analysis for target neighborhoods
Receive per-property investment valuations and recommendations

Author

Website: sharadkhare.in

License

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bash

cd estateforge-ai
pip install -r requirements.txt
streamlit run app.py