Lemon8 Travel Agent

Overview

AI-powered travel companion that turns authentic Lemon8 experiences into comprehensive guides. A team of agents scrapes and analyzes real user experiences from Lemon8 to create detailed, practical travel guides with local insights and genuine recommendations.

Features

Smart Content Analysis — Advanced filtering, relevance scoring, and cross-validation across multiple sources

Comprehensive Coverage — Accommodations, food & dining, activities, transport, culture, and costs

Rich Visual Content — 16:9 optimized location photos organized by category

Local Expertise — Authentic recommendations, insider tips, seasonal considerations

Travel Insights — Local warnings, peak/off-peak timing, cultural considerations, safety tips

Architecture

Multi-agent system with specialized roles:

Scraper Agent — Content discovery, screenshot capture, recommendation processing

Relevance Agent — Real-time scoring, travel relevance check, queue management

Analyzer Agent — Content categorization, information extraction

Aggregator Agent — Content merging, cross-validation, guide structuring

Tech Stack

Python 3.11+ with Poetry

crewAI — Agent orchestration

crawl4ai — Web crawling

langchain + langchain-openai — LLM integration

beautifulsoup4 — HTML parsing

Pillow — Image processing

Usage

bash

# Install
git clone https://github.com/jiaweing/lemon8-travel-research-agent.git
poetry install

# Configure
cp .env.example .env

# Run
python src/main.py

Choose content focus (Everything, Food, Activities, Accommodation, Transport, Culture) and coverage level (5-15+ sources) to generate comprehensive travel guides.