# Research real estate properties with RAG-backed market analysis

> Guide an agent through property search, buyer/renter preference capture, and evidence-backed shortlist notes from structured listing data.

- Skill: `agentskillexchange/research-real-estate-properties-with-rag-backed-market-analy` (Agent Skill)
- Install (CLI): `npx skillmds@latest add agentskillexchange/research-real-estate-properties-with-rag-backed-market-analy`
- Raw SKILL.md: https://api.skillmd.com/api/skills/agentskillexchange/research-real-estate-properties-with-rag-backed-market-analy/raw
- Safety review: pending (external: skill-scanner PASS, skillspector PASS)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: AI & ML
- Author: agentskillexchange (https://skillmd.com/u/agentskillexchange)
- Updated: 2026-09-08
- Page: https://skillmd.com/skills/agentskillexchange/research-real-estate-properties-with-rag-backed-market-analy

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# Research real estate properties with RAG-backed market analysis

Guide an agent through property search, buyer/renter preference capture, and evidence-backed shortlist notes from structured listing data.

## Prerequisites

Python 3.11+, Streamlit, LangChain, OpenAI GPT or Llama model access, Pandas, FastEmbed, DocArrayInMemorySearch or ChromaDB, Poetry

## Installation

Use the upstream install or setup path that matches your environment:
- git clone https://github.com/AleksNeStu/ai-real-estate-assistant.git
- docker compose -f deploy/compose/docker-compose.yml up --build
- uv pip install -e ".[dev]" && python -m uvicorn api.main:app --reload --port 8000

Requirements and caveats from upstream:
- [![Python](https://img.shields.io/badge/Python-3.12+-blue?style=flat&logo=python&logoColor=white)](https://python.org)
- **Note:** The demo uses simulated AI responses for instant exploration. Production deployment requires API keys.
- | **Lines of Code** | 60,000+ (27K Python + 34K TypeScript) |

Basic usage or getting-started notes:
- [Quick Start](#-quick-start)
- ## 🚀 Quick Start
- cp deploy/compose/.env.example deploy/compose/.env

- Source: https://github.com/AleksNeStu/ai-real-estate-assistant
- Extracted from upstream docs: https://raw.githubusercontent.com/AleksNeStu/ai-real-estate-assistant/HEAD/README.md

## Documentation

- https://github.com/AleksNeStu/ai-real-estate-assistant/blob/main/README.md

## Source

- [Agent Skill Exchange](https://agentskillexchange.com/skills/rag-backed-real-estate-property-research/)