{"id":"kyegomez-swarms","name":"swarms","af_score":38.5,"security_score":39.0,"reliability_score":21.2,"what_it_does":"Swarms is a Python multi-agent/orchestration framework for building “swarm” workflows using LLMs. The README shows usage via a Swarms class that accepts an OpenAI API key and runs a high-level objective through the swarm.","best_when":"You want to experiment with multi-agent coordination patterns in Python and can tolerate a beta/rapidly-evolving codebase.","avoid_when":"You need strict security/compliance guarantees, clear rate-limit semantics, and robust error-handling/idempotency guarantees from the publicly documented interface.","last_evaluated":"2026-03-29T14:57:07.467182+00:00","has_mcp":true,"has_api":false,"auth_methods":["OpenAI API key (openai_api_key passed to Swarms)","Environment variable usage implied by README (“Retrieve your API key from the environment”)","Package may depend on provider(s) via litellm (inferred from dependency list)"],"has_free_tier":false,"known_gotchas":["Because the interface presented is a library/agent runner (not a request/response REST API), agent retry/idempotency behavior is likely non-deterministic unless explicitly controlled in code.","The README sample hardcodes an API key placeholder; in real usage, ensure keys are not committed to source control.","Roadmap indicates “Fix all errors to working prototype” which suggests incomplete stability for advanced workflows."],"error_quality":0.0}