Guides

Practical guides for working with each subsystem in skelegent:

• Providers – How to configure and use LLM providers (Anthropic, OpenAI, Ollama).
• Tools – How to create tools, register them, and use them with operators.
• Operators – ReAct (reasoning loop with tools) and single-shot (one call, no tools) operators.
• State – Persisting data with in-memory and filesystem state stores.
• Orchestration – Multi-agent composition with the local orchestrator.
• Hooks – Observing and intervening in operator execution.
• MCP – Model Context Protocol integration.
• Testing – Testing patterns, mock providers, and the test-utils feature.

Each guide focuses on one subsystem. For architectural context (why things are designed this way), see the Architecture section.