{"id":"youtubeinsights-mcp-server","name":"youtubeinsights-mcp-server","af_score":34.8,"security_score":46.2,"reliability_score":7.5,"what_it_does":"youtubeinsights-mcp-server is an MCP (Model Context Protocol) server intended to provide AI agents access to YouTube-related insights/data. It likely exposes MCP tools that let an agent query analytics/insights for YouTube channels/videos, but the provided prompt includes no README/repo contents to confirm specific endpoints, tool names, parameters, or authentication flow.","best_when":null,"avoid_when":null,"last_evaluated":"2026-04-04T21:37:23.294698+00:00","has_mcp":true,"has_api":false,"auth_methods":[],"has_free_tier":false,"known_gotchas":["YouTube APIs often have quota/rate-limit constraints; without explicit guidance, agents may trigger failures via repeated calls","Metric definitions and time-window parameters can lead to inconsistent results unless clearly documented","If auth tokens expire, agents may need a refresh flow that is not always implemented in MCP wrappers"],"error_quality":0.0}