# Getting Started with Headroom This guide will help you get up and running with Headroom in under 5 minutes. ## Installation ```bash # Core package (minimal dependencies) pip install headroom # With proxy server pip install headroom[proxy] # With semantic relevance (for smarter compression) pip install headroom[relevance] # Everything pip install headroom[all] ``` ## Quick Start: Proxy Mode (Recommended) The easiest way to use Headroom is as a proxy server: ```bash # Start the proxy headroom proxy --port 8787 ``` Then point your LLM client at it: ```bash # Claude Code ANTHROPIC_BASE_URL=http://localhost:8787 claude # OpenAI-compatible clients OPENAI_BASE_URL=http://localhost:8787/v1 your-app ``` That's it! All your requests now go through Headroom and get optimized automatically. ## Quick Start: Python SDK If you want programmatic control: ```python from headroom import HeadroomClient from openai import OpenAI # Create a wrapped client client = HeadroomClient( original_client=OpenAI(), default_mode="optimize", ) # Use exactly like the original response = client.chat.completions.create( model="gpt-4o", messages=[ {"role": "system", "content": "You are a helpful assistant."}, {"role": "user", "content": "Hello!"}, ], ) ``` ## Modes ### Audit Mode Observe without modifying: ```python client = HeadroomClient( original_client=OpenAI(), default_mode="audit", ) # Logs metrics but doesn't change requests ``` ### Optimize Mode Apply transforms to reduce tokens: ```python client = HeadroomClient( original_client=OpenAI(), default_mode="optimize", ) # Compresses tool outputs, aligns cache prefixes, etc. ``` ### Simulate Mode Preview what optimizations would do: ```python plan = client.chat.completions.simulate( model="gpt-4o", messages=[...], ) print(f"Would save {plan.tokens_saved} tokens") print(f"Transforms: {plan.transforms_applied}") ``` ## Next Steps - [Proxy Server Documentation](proxy.md) - Configure the proxy - [Transforms Reference](transforms.md) - Understand each transform - [API Reference](api.md) - Full API documentation