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MCP and function calling both let an AI use tools. But function calling is a per-request contract you define in code, while MCP is a persistent protocol that exposes tools from a running server. This guide explains the difference clearly, when each approach makes sense, and how tools like Askimo Desktop let you use both without writing any code.
Askimo 1.4.8 gives you direct control over AI reasoning quality with configurable Reasoning Effort levels and per-model support. Anthropic prompt caching speeds up repeated queries, while drag-and-drop file attachments make it easier to share context. New font settings, accent color palettes, and spacing improvements create a more polished and personalized interface. Token usage tracking and a system diagnostics dialog improve visibility into how Askimo is running.
Askimo App provides a powerful GUI client for Docker Model Runner, Docker's official feature for running AI models locally with OpenAI-compatible endpoints. Features persistent history, in-chat search, starred conversations, and export options. Project-aware RAG enables chatting with your codebase using local Docker AI models with complete privacy. Switch seamlessly between Docker Model Runner and cloud providers.
