{"id":"activeeon-visdom-server","name":"visdom_server","homepage":"https://hub.docker.com/r/activeeon/visdom_server","repo_url":"https://hub.docker.com/r/activeeon/visdom_server","category":"ai-ml","subcategories":[],"tags":["visualization","ml-monitoring","dashboard","local-development"],"what_it_does":"visdom_server appears to be a service for running a Visdom-like server to support visualization/logging (commonly used for interactive ML training dashboards). With only the package name provided, specific endpoints, configuration, and features cannot be verified.","use_cases":["Interactive visualization of training metrics (loss/accuracy) during ML experiments","Debugging/monitoring model training in notebooks or scripts","Team dashboards for local/offline experiment visualization"],"not_for":["Production-grade, internet-facing dashboard hosting without additional security controls","Providing a well-documented public API for third-party programmatic access (not enough evidence provided)","Managed cloud usage with guaranteed SLAs (not enough evidence provided)"],"best_when":null,"avoid_when":null,"alternatives":["TensorBoard","Weights & Biases (W&B)","MLflow","Gradio (for lightweight UI apps)","Grafana (for time-series metrics)"],"af_score":24.5,"security_score":7.0,"reliability_score":10.0,"package_type":"mcp_server","discovery_source":["docker_mcp"],"priority":"low","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-04-04T21:24:29.117943+00:00","interface":{"has_rest_api":false,"has_graphql":false,"has_grpc":false,"has_mcp_server":false,"mcp_server_url":null,"has_sdk":false,"sdk_languages":[],"openapi_spec_url":null,"webhooks":false},"auth":{"methods":[],"oauth":false,"scopes":false,"notes":"No authentication details are available from the provided information."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"Pricing cannot be determined from the provided information."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":24.5,"security_score":7.0,"reliability_score":10.0,"mcp_server_quality":0.0,"documentation_accuracy":10.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":100.0,"rate_limit_clarity":0.0,"tls_enforcement":0.0,"auth_strength":0.0,"scope_granularity":0.0,"dependency_hygiene":20.0,"secret_handling":20.0,"security_notes":"No security configuration details (TLS, auth, logging of secrets) were provided. For any dashboard server exposed beyond localhost, assume additional hardening is required (reverse proxy with TLS, authentication, network restrictions).","uptime_documented":0.0,"version_stability":30.0,"breaking_changes_history":0.0,"error_recovery":10.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["No programmatic interface details were provided; integration may require running a local service and using a non-documented protocol."]}}