Documentation
Technical documentation for the autonomous agentic system that powers Aimee AI Tools Knowledge Base
How Aimee Works Behind The Scenes
Ever wondered how Aimee finds and organizes AI tools so perfectly using autonomous agents and intelligent pipelines? Here's the complete story!
System Overview
Think of this like a modern AI-powered factory - autonomous agents work together with background processing pipelines and intelligent job queues!
Data Sources
Replit App
Wizard Tools
NoWork.ai
Resources
GitHub
Awesome Lists
Netlify
Ecosystem
Custom URLs
User Input
↓
Intelligent Scraping
UnifiedAgent
Orchestrates Scraping
Crawlee + Puppeteer
Primary Scraper
FIRE-1 Agent
Structure Extraction
Deduplication
Duplicate Detection
↓
Enhancement Queue System
BullMQ
Job Queue
Redis
Queue Backend
Workers
Background Processing
AI Enhancement
GPT-4o + Claude
Smart Ranking
LLM-Based Ranking
↓
Storage & Database
PostgreSQL
Main Database
pgvector
Vector Embeddings
Drizzle ORM
Type-Safe Queries
Cache
Ranking & Metrics
↓
Next.js Application
API Routes
REST Endpoints
Tools Interface
Search & Browse
Admin Dashboard
Management UI
Ranking Manager
Manual Control
AIAgent Framework
LangGraph
Multi-Agent
State Management
Error Recovery
Real-time Status
QJob Processing
BullMQ
Redis Backend
Background Workers
Job Retry
Priority Queues
AIAI Services
GPT-4o
Content Analysis
GPT-4o-mini
Enhancement
Crawlee + Puppeteer
Smart Scraping
DBStorage
Database
PostgreSQL
Vector Search
pgvector
Job Queue
Redis
