{"id":"weberg619-cadre-ai","name":"cadre-ai","af_score":39.5,"security_score":46.8,"reliability_score":22.5,"what_it_does":"Cadre-AI is a voice-controlled AI agent that streams audio via WebSockets to a FastAPI server, uses Gemini Live for real-time speech and tool orchestration, and executes actions through MCP toolsets (financial data, web search/weather, and optionally Revit integration via a named-pipe proxy). It supports a local mode (including Revit when enabled) and a Cloud Run mode (Revit disabled).","best_when":"You want a prototype-to-pilot voice agent that can orchestrate BIM + financial + web tools, especially where local Revit integration is acceptable and you can control the deployment environment.","avoid_when":"You need strict rate-limit guarantees, strong operational reliability documentation (SLA, retry/idempotency guarantees), or you cannot safely manage access to a tool-executing voice server that can potentially trigger model modifications.","last_evaluated":"2026-03-30T15:41:57.965218+00:00","has_mcp":true,"has_api":false,"auth_methods":["Google API key via GOOGLE_API_KEY for Gemini","Cloud Run IAM / allow-unauthenticated indicates deploy-time access control (per README command)"],"has_free_tier":false,"known_gotchas":["Voice-to-tool systems may execute irreversible BIM actions; ensure you add confirmation/guardrails at the agent/tool layer.","Revit integration is disabled in cloud mode (REVIT_ENABLED=false), so tool availability differs by deployment.","MCP tools are executed via stdio subprocesses; orchestration can be brittle without clear timeout/crash recovery behavior."],"error_quality":0.0}