How to set up an agentic coding loop with file and shell tools?

Set up an agentic coding loop with file and shell tools using Nanocode

This task can be performed using Nanocode

Claude Code’s power, distilled into one tiny Python file.

Best product for this task

Nanoco

Nanocode is a minimal Claude Code alternative in a single Python file that provides an agentic coding loop with file and shell tools. It runs with zero external dependencies and is easy to inspect, customize, and extend for AI-assisted development workflows.

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What to expect from an ideal product

  1. Drop the single Python file into your project folder and run it directly without installing any packages or dependencies
  2. Connect to Claude's API by adding your credentials and let the AI agent automatically read, write, and modify files in your codebase
  3. Enable shell command execution so the agent can run tests, install packages, git operations, and other terminal tasks during development
  4. Customize the coding loop by editing the Python file to add your own tools, prompts, or workflow steps that match your project needs
  5. Set up continuous iteration where the agent analyzes code, makes changes, runs tests, and refines based on results until tasks are complete

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