{"id":"llm-workflow-engine-llm-workflow-engine","name":"llm-workflow-engine","af_score":42.2,"security_score":51.2,"reliability_score":30.0,"what_it_does":"LLM Workflow Engine (LWE) is a Python-based CLI and workflow manager for building and running LLM interactions (chat/tool use) from the shell, with a plugin architecture and support for multiple LLM providers (including OpenAI via the ChatGPT API).","best_when":"You want a local/batch workflow tool that orchestrates LLM provider calls from CLI or Python, with plugin-based extensibility.","avoid_when":"You need a standardized HTTP API/SDK surface for external integrators, or you require explicit, documented rate-limit/error-code contracts at the transport/API layer.","last_evaluated":"2026-03-29T15:04:19.875540+00:00","has_mcp":false,"has_api":false,"auth_methods":["OpenAI/LLM provider API keys via configuration (implied by OpenAI API support; exact mechanism not shown in provided README)"],"has_free_tier":false,"known_gotchas":["This evaluation is based only on README + manifest snippets; operational details (rate limits, error codes, retries, idempotency) are not visible here.","As a CLI/workflow orchestrator, retries/idempotency may depend on workflow design rather than a standardized API contract."],"error_quality":0.0}