Examples Guide

Per-example documentation is generated from runnable example docstrings/comments.

Deterministic runs for tests are provided by tests/example_monkeypatch/sitecustomize.py when DRA_EXAMPLE_LLM_MODE=deterministic is set.

Categories

• Agent Examples
  • Direct LLM Call
  • Direct LLM Compiled Execution
  • Multi Step Code Tool Calling Agent
  • Multi Step Direct LLM Agent
  • Multi Step JSON Tool Calling Agent
  • Multi Step JSON With Memory
• Workflow Primitive Examples
  • Workflow Delegate And Memory Steps
  • Workflow Model Step Design Tradeoff
  • Workflow Prompt Mode
  • Workflow Runtime
  • Workflow Runtime Loop Step
  • Workflow Schema Mode
• Pattern Examples
  • Beam Search
  • Coordination Patterns
  • Debate Pattern
  • Plan Execute
  • Propose Critic
  • Rag
  • Router Delegate
  • Two Speaker Conversation
• Client Examples
  • Anthropic Service Client
  • Gemini Service Client
  • Groq Service Client
  • Llama CPP Server Client
  • MLX Local Client
  • Ollama Local Client
  • OpenAI Compatible HTTP Client
  • OpenAI Service Client
  • SGLang Server Client
  • Transformers Local Client
  • vLLM Server Client
• Model Selection Examples
  • Local
  • Remote
• Tool Examples
  • MCP Minimal
  • Multi Source Tool Usage
  • Script Tools / Repo Quickscan
  • Script Tools / Rubric Score
• Optimization Examples
  • Multi Step JSON Tool Calling 1d Optimization