I run about a dozen MCP servers in my daily workflow. Playwright for browser automation, Raindrop for bookmarks, Todoist for tasks, a couple of custom ones. Every time I start a Claude Code session, my agent loads all of their tool descriptions into context and uses them to decide what to call. Last month I started thinking about what would happen if one of those tool descriptions was lying to me. ...
GitHub Copilot is an AI-powered coding assistant developed by GitHub in collaboration with OpenAI. It uses large language models trained on public code repositories to suggest code completions, generate entire functions, and assist with a wide range of programming tasks directly in your editor. Quick Answer: What is GitHub Copilot? GitHub Copilot is an AI-powered coding assistant that: Suggests code completions and entire functions in real-time Uses OpenAI’s language models trained on billions of lines of public code Integrates directly into popular editors (VS Code, JetBrains, Neovim) Supports dozens of programming languages and frameworks Helps developers write code faster by understanding context and intent Works like “autocomplete for code” but with AI understanding of programming patterns How It Works Copilot is powered by OpenAI’s Codex and GPT-4-class models (the underlying models have evolved significantly since launch). It analyzes the context of your current file — comments, function signatures, variable names, surrounding code — and generates suggestions in real time. ...