{"id":"llm-workflow-engine-llm-workflow-engine","name":"llm-workflow-engine","homepage":null,"repo_url":"https://github.com/llm-workflow-engine/llm-workflow-engine","category":"ai-ml","subcategories":[],"tags":["ai-ml","llm","cli","workflows","plugins","python","langchain","automation"],"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).","use_cases":["Command-line chat/interaction with LLMs","Building reusable LLM workflows (e.g., multi-step pipelines)","Extending functionality via plugins","Integrating LLM calls into larger automation workflows","Running LLM-driven tools inside workflows"],"not_for":["Serving as a public REST API for third-party apps (appears primarily CLI/library)","High-assurance compliance-critical systems without additional review and controls","Use cases requiring OAuth-based delegated user auth directly handled by this package","Environments where outbound network calls to LLM providers are not allowed"],"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.","alternatives":["OpenAI API + your own workflow/orchestration code","LangChain/LangGraph directly (without the LWE wrapper)","Microsoft Semantic Kernel","Hugging Face Transformers + custom orchestration","Ansible-based orchestration with direct LLM API calls (depending on needs)"],"af_score":42.2,"security_score":51.2,"reliability_score":30.0,"package_type":"skill","discovery_source":["openclaw"],"priority":"high","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-03-29T15:04:19.875540+00:00","interface":{"has_rest_api":false,"has_graphql":false,"has_grpc":false,"has_mcp_server":false,"mcp_server_url":null,"has_sdk":true,"sdk_languages":["Python"],"openapi_spec_url":null,"webhooks":false},"auth":{"methods":["OpenAI/LLM provider API keys via configuration (implied by OpenAI API support; exact mechanism not shown in provided README)"],"oauth":false,"scopes":false,"notes":"The provided README indicates support for the official ChatGPT/OpenAI API, but does not document the exact auth method (e.g., environment variables vs config files) or scope model. Treat auth as provider-key based rather than OAuth."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"No pricing for the library/CLI itself is indicated; LLM usage costs depend on the configured provider (e.g., OpenAI billing)."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":42.2,"security_score":51.2,"reliability_score":30.0,"mcp_server_quality":0.0,"documentation_accuracy":55.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":80.0,"rate_limit_clarity":20.0,"tls_enforcement":70.0,"auth_strength":60.0,"scope_granularity":20.0,"dependency_hygiene":55.0,"secret_handling":50.0,"security_notes":"No explicit security guidance is present in the provided README (e.g., TLS enforcement details, secret handling practices, logging redaction). The dependency list includes common libraries; without a vulnerability/CVE scan we cannot confirm hygiene. Since it’s a CLI/tool that talks to external LLM providers, ensure API keys are stored securely and never logged by workflows/plugins.","uptime_documented":0.0,"version_stability":50.0,"breaking_changes_history":40.0,"error_recovery":30.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"none","retry_guidance_documented":false,"known_agent_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."]}}