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Daytona Guides

Runnable, self-contained examples showing how to build AI agents, data analysts, model-serving endpoints, and reinforcement-learning workflows on Daytona sandboxes.

Each guide lives in its own folder with its own README, dependencies, and .env.example. Most guides also have a step-by-step walkthrough in the Daytona docs.

Prerequisites

  • A Daytona account and API key — create one in the Daytona Dashboard.
  • The runtime the guide uses — Python or Node.js. Minimum versions vary by guide (baseline Python 3.10+ / Node.js 18+, though some need newer, e.g. Python 3.12 or Node.js 22), so check the guide's own README.
  • Any provider API keys a given guide needs (OpenAI, Anthropic, Gemini, etc.) — see that guide's README.

Getting started

git clone https://github.com/daytona/guides.git
cd guides/<path-to-guide>      # e.g. typescript/openai/codex-sdk

cp .env.example .env           # then fill in your keys

Then follow the guide's own README to install dependencies and run it.

Python guides

Guide Description
AG2 Bug Fixer Two AG2 agents that iteratively fix broken code, running each attempt in a sandbox.
Data Analyst (LiteLLM) Natural-language data analysis with LiteLLM, executing Python in a sandbox.
Data Analyst (OpenAI) Natural-language data analysis with the OpenAI API, executing Python in a sandbox.
Claude Managed Agents Self-host Claude Managed Agents inside Daytona sandboxes.
Windows Computer-Use Evals Windows GUI computer-use eval suite driven by Claude Code / Codex via MCP.
DSPy RLMs Run DSPy's Recursive Language Model (REPL-in-a-loop) module on Daytona.
Google ADK Code Generator Google ADK agent that generates and verifies code with the Daytona plugin.
LangChain Data Analysis LangChain agent doing secure data analysis via the Daytona data-analysis tool.
LangGraph Plan-and-Execute Plan-and-execute ETL + analytical-SQL agent wired as a six-node state machine.
Model Serving (SGLang) Serve gpt-oss-20b with SGLang on a GPU sandbox behind a preview URL.
Model Serving (vLLM) Serve an open-weights model with vLLM on a GPU sandbox behind a preview URL.
Recursive Language Models Recursive-LM agents that spawn sub-agents, each in its own sandbox.
OpenEnv (FinQA) Evaluate and train models on FinQA with OpenEnv and Daytona sandboxes.
TRL RL Rollouts Run TRL RL rollouts, executing generated code in parallel sandboxes.
veRL ReTool Benchmark Benchmark script for veRL's ReTool sandbox execution backend.

TypeScript guides

Guide Description
Inngest AgentKit Coding Agent Autonomous coding agent built with Inngest AgentKit.
Data Analyst (OpenAI) Natural-language data analysis with the OpenAI API, executing code in a sandbox.
Amp Code Coding Agent Coding agent powered by the Amp Code CLI.
Claude Two-Agent System Two-agent Claude system coordinating work across sandboxes.
Claude Coding Agent Single Claude Code agent you drive from the CLI.
Devin CLI Coding Agent Coding agent powered by Cognition's Devin CLI.
CopilotKit Generative-UI Agent CopilotKit agent that streams every tool call as generative UI.
Flue Bug-Fix Agent Autonomous GitHub-issue bug-fix agent built with Flue.
Gemini CLI Coding Agent Headless coding agent powered by the Gemini CLI.
Kiro CLI Coding Agent Coding agent powered by AWS Kiro's CLI.
Letta Code Agent Letta Code agent driven from the CLI.
Mastra Code Execution Agent Mastra agent that plans, writes, executes, and iterates on code.
OpenAI Codex Agent OpenAI Codex agent driven from the CLI.
OpenClaw Assistant OpenClaw general-purpose AI assistant with a web Control UI.
OpenCode Server OpenCode coding-agent server driven from the CLI.
OpenCode Web OpenCode agent with a web interface.
Vercel AI SDK Benchmark Agent Vercel AI SDK agent that benchmarks Python vs TypeScript and plots the results.

Contributing

Each guide is self-contained. Keep changes scoped to a single guide's folder, include a clear README, and provide a .env.example for any required keys.

License

Apache-2.0 © Daytona Platforms Inc.

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Runnable example guides for building AI agents and applications with Daytona sandboxes.

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