# Build a Nanobot-Style AI Agent in Google Colab with Tool Calling, Session Memory, Skills, and MCP Servers

> Source: <https://www.marktechpost.com/2026/06/26/build-a-nanobot-style-ai-agent-in-google-colab-with-tool-calling-session-memory-skills-and-mcp-servers/>
> Published: 2026-06-26 08:00:07+00:00

In this tutorial, we build a lightweight personal AI agent inspired by the architecture of nanobot, runnable entirely in Google Colab. We start from a provider abstraction, then add tool registration, session memory, lifecycle hooks, skills, and an MCP-style tool server. Rather than rely on an external framework, we recreate each building block ourselves to see how messages, tools, memory, and model responses fit together. The result is a provider-agnostic agent loop we can extend toward real LLM providers and production tools.

The post [Build a Nanobot-Style AI Agent in Google Colab with Tool Calling, Session Memory, Skills, and MCP Servers](https://www.marktechpost.com/2026/06/26/build-a-nanobot-style-ai-agent-in-google-colab-with-tool-calling-session-memory-skills-and-mcp-servers/) appeared first on [MarkTechPost](https://www.marktechpost.com).