{"id":"ww-ai-lab-liblib-mcp-server","name":"liblib-mcp-server","af_score":45.2,"security_score":52.2,"reliability_score":27.5,"what_it_does":"Provides an MCP server that dynamically exposes Liblib/ComfyUI workflows as MCP Tools, alongside a management UI and REST APIs for multi-tenant workflow and credential management.","best_when":"Self-hosting a lightweight MCP gateway for Liblib/ComfyUI workflows with per-user isolation and an accompanying admin UI.","avoid_when":"When you need a fully specified OpenAPI spec, SDKs, or clearly documented operational guarantees (SLA, rate-limit headers, error codes).","last_evaluated":"2026-04-04T19:36:08.584598+00:00","has_mcp":true,"has_api":true,"auth_methods":["JWT Bearer token (for management API)"],"has_free_tier":false,"known_gotchas":["No explicit documentation for MCP tool list/discovery behavior beyond general statements; agent may need to probe tools at runtime.","MCP authentication relies on a Bearer token passed as MCP_AUTH_TOKEN; ensure token is accepted for /mcp tool calls.","Rate limits are not documented; agents may need to implement conservative request pacing."],"error_quality":0.0}