{"id":"crewaiinc-crewai","name":"crewAI","af_score":31.5,"security_score":50.0,"reliability_score":21.2,"what_it_does":"CrewAI is a Python framework for orchestrating multi-agent (role-based) and event-driven workflows (“Crews” and “Flows”) to automate tasks by coordinating one or more LLM-backed agents with tools and structured configurations (e.g., YAML + Python project scaffolding). It also advertises a related cloud control plane for observability and enterprise management.","best_when":"You want Python-native orchestration for multi-agent or event-driven workflows and can manage LLM/tool dependencies and API keys in your own environment (or through the advertised cloud control plane).","avoid_when":"You cannot control or review where prompts/logs/telemetry data may be sent (observability/telemetry behavior not specified in the supplied content) or you need strict formal interface guarantees like OpenAPI-defined endpoints.","last_evaluated":"2026-03-29T12:58:33.711696+00:00","has_mcp":false,"has_api":false,"auth_methods":["API keys for LLM providers (e.g., OpenAI API key via OPENAI_API_KEY)","API keys for tools/integrations (e.g., Serper via SERPER_API_KEY)","Cloud control-plane trial/console (app.crewai.com) - auth mechanism not specified in supplied text"],"has_free_tier":true,"known_gotchas":["LLM/tool calls depend on external providers and API keys (errors may surface as provider exceptions); ensure dependency installation for optional features (e.g., embedding/tools extras).","Agent execution may be non-deterministic due to LLM behavior; outputs may vary run-to-run even with same inputs.","Observability/telemetry is referenced in the README, but specific controls and data handling behavior are not included in the supplied excerpt; verify telemetry settings before production use."],"error_quality":null}