RAG Pinecone MCP Server This server implements the Model Context Protocol (MCP) for RAG (Retrieval-Augmented Generation) using Pinecone as the vector database. Environment Variables Required environment variables in your .env file: PINECONE_API_KEY= # Your Pinecone API...
MCP (or an MCP-like system) can absolutely integrate tools/APIs from different vendors, acting as a universal orchestrator. This is one of its most powerful features—it dynamically selects and combines services from multiple providers based on context, without...
This is a VS Code extension (written in TypeScript) that provides RAG‑powered ColdFusion code completions. Here’s how it’s structured: 1. Output Channel 2. SharedContext Singleton 3. ColdFusionCompletionProvider Implements VS Code’s CompletionItemProvider to generate AI‑driven snippets: 4....
Introduction In recent years, AI models have become incredibly powerful at understanding human language. But how does an AI system “understand” a sentence? The answer lies in text embeddings, which transform words and sentences...
Introduction Embeddings are a way to represent text (or other data) as dense numerical vectors that capture semantic meaning. These vectors allow us to perform tasks like similarity searches, clustering, and machine learning efficiently....
Why Not Process an Entire File at Once? The True Value of Batch Processing When working with large datasets, the temptation to process an entire file in one go is understandable. After all, wouldn’t...
In the world of software development, efficiency is king. We constantly strive to optimize our applications, especially when dealing with large datasets or repetitive tasks. One powerful technique that often gets overlooked is batch...
When designing server-side applications, one common challenge is balancing fast startup time with correct initialization. Many services load essential data (like scheduled tasks, configurations, or caches) during startup. However, these operations can be time-consuming...
In Java, developers often need thread-safe data structures to handle concurrent access. Historically, Vector was the go-to synchronized collection, but modern Java provides Collections.synchronizedList(new ArrayList<>()) as an alternative. While both provide thread safety, they...
Introduction In Java, security and permission management have been crucial components for building secure applications. One such API that developers have relied on for decades is the AccessController.doPrivileged() method. However, with the evolution of...