Key Features
Agent Orchestration
Create master and sub-agent hierarchies that delegate work to specialized agents.
Tool System
Build tools with simple decorators. Tools are automatically deduplicated and shared across agents.
Knowledge Bases
Semantic search with embeddings, hybrid retrieval, reranking, and smart document chunking.
Real-Time Streaming
Server-Sent Events deliver token-by-token responses and tool execution updates.
Multi-Tenancy
Per-tenant database isolation, tool registries, and LLM configurations.
Approval Workflows
Gate sensitive tool executions behind configurable approval pipelines.
Technology Stack
| Layer | Technology |
|---|---|
| API | FastAPI (async) |
| Language | Python 3.11+ |
| Database | PostgreSQL + PGVector |
| LLM | Multi-provider via LiteLLM (OpenAI, Anthropic, Google, xAI) |
| Observability | Datadog APM / LLM tracing |
| Code Security | WASM sandboxing + RestrictedPython |
Next Steps
Quickstart
Get up and running in minutes.
Architecture
Understand how the pieces fit together.