Crews (Team-based Agents)

Create a top-level Crew that manages agents with defined roles, responsibilities, and goals to collaborate on tasks. Enables teams of specialized agents (researcher, writer, analyst, etc.) to coordinate, delegate, and achieve outcomes.

Flows (Deterministic Workflows)

Structured automation for deterministic, auditable processes with loops, conditionals, and error handling. Use Flows when you need reproducible, deterministic execution paths and precise control over state.

Hallucination Guardrail (Fact-Checking)

Enterprise validation feature that checks generated outputs against reference context and returns a faithfulness score and verdict. Helps detect and block hallucinated content with configurable thresholds and detailed feedback.

Agent Repositories (Reuse & Governance)

Centralized libraries of agent definitions for standardization and reuse across organizations. Store, share, and instantiate agents from a repository with organization-level policies and local override capability.

Observability & Traces

Instrumentation and trace features for analyzing agent runs, validation events, and debugging. Track and inspect agent execution, validations, and errors for governance and troubleshooting.

Role-Based Access Control (RBAC)

Manage users and roles to control access across teams and projects. Fine-grained permissions for enterprise governance.

✓ Pros

• ✓Multi-agent orchestration: Designed to create Crews (teams of agents) that collaborate, delegate, and produce outcomes.
• ✓Flexible deployment: Cloud, self-hosted, or local deployment options described on the site.
• ✓Developer-friendly: A lean Python framework and CLI with code examples, enabling fine-grained control and production readiness.
• ✓Governance & safety: Enterprise features such as Hallucination Guardrail, Agent Repositories, RBAC, and Traces for observability and control.
• ✓Open-source community: Resources, GitHub examples, tutorials, and community channels for collaboration.