MCPO (Model Context Protocol OpenAPI Proxy) is a tool that exposes MCP server tools as OpenAPI endpoints, making them easy to integrate with platforms like Open WebUI. I previously wrote a detailed post on manual MCPO installation and configuration: 🚀 Installing and Configuring MCPO for Open WebUI – A Complete Guide....
Continue reading...Docling Chunking Tutorial: Preparing Documents for RAG
Docling Chunkers: Overview and Comparison Docling provides several chunkers for splitting documents into semantically meaningful pieces, each with different strategies and sophistication: 1. BaseChunker 2. HierarchicalChunker 3. HybridChunker Summary Table: Chunker Structure-Aware Sliding Window Semantic Coherence Use Case Sophistication BaseChunker No No Low Simple, unstructured docs Basic HierarchicalChunker Yes No...
Continue reading...Converting the Mexican Constitution PDF to Markdown with Docling
This tutorial demonstrates how to use Docling to convert PDF documents to Markdown, JSON, and other formats. We’ll use the Mexican Constitution (Constitución PolÃtica de los Estados Unidos Mexicanos – CPEUM) as our practical case study. What is Docling? Docling is a powerful Python library for document processing that: Key...
Continue reading...Installing Coolify on an Oracle ARM Ubuntu server
What is Coolify? Coolify is an open-source, self-hostable Platform-as-a-Service (PaaS)—think “Heroku/Vercel, but free on your own server”. Deploy applications, databases, and services with one click, automatic SSL, and Git integration, with zero monthly fees. Feature Heroku/Vercel Coolify on Your Server One-click deployments ✅ ✅ Automatic SSL (Let’s Encrypt) ✅ ✅ Git integration...
Continue reading...PM2: Complete Reference Guide
What is PM2? PM2 is a production-grade process manager that helps you keep applications running continuously. While it was originally designed for Node.js applications, PM2 can manage any type of application or script including Python, Ruby, PHP, Bash scripts, and binary executables. Important: PM2 is a process manager, not a package...
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