{"id":"dkhundley-mlflow-server","name":"mlflow-server","homepage":"https://hub.docker.com/r/dkhundley/mlflow-server","repo_url":"https://hub.docker.com/r/dkhundley/mlflow-server","category":"ai-ml","subcategories":[],"tags":["mlops","mlflow","experiment-tracking","model-registry","self-hosted","server"],"what_it_does":"MLflow Server (mlflow-server) provides the ability to run MLflow’s tracking backend and related server functionality (e.g., experiment/run tracking endpoints) for model/experiment management, typically deployed as a service behind a web interface/APIs.","use_cases":["Centralized experiment tracking for ML training runs","Model registry and versioning workflow integration","Team collaboration via a shared MLflow tracking server"],"not_for":["Use as a lightweight single-user CLI-only tool","Serverless/fully managed deployment without infrastructure control (unless separately hosted)"],"best_when":"You need a self-hosted or centrally deployed MLflow tracking/model management service with HTTP access from training jobs and CI/CD.","avoid_when":"You cannot or do not want to manage server security (networking, authentication, secrets) or operational reliability.","alternatives":["MLflow hosted services (if available for your environment)","Self-hosted MLflow using the official MLflow server components directly","Other experiment tracking/model registry platforms (e.g., Weights & Biases, Vertex AI Experiments/Model Registry, SageMaker) depending on ecosystem fit"],"af_score":33.0,"security_score":41.5,"reliability_score":30.0,"package_type":"mcp_server","discovery_source":["docker_mcp"],"priority":"low","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-04-04T21:30:23.371867+00:00","interface":{"has_rest_api":true,"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":["Basic HTTP authentication / reverse-proxy auth (commonly via deployment configuration)","No first-class auth is guaranteed purely from generic server deployment; often relies on proxy/middleware"],"oauth":false,"scopes":false,"notes":"Auth details are not provided in the prompt content. MLflow deployments commonly rely on upstream proxy/TLS/authn configuration rather than a standardized OAuth2 scope model."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"Self-hosted open-source component; costs are infrastructure and operational overhead."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":33.0,"security_score":41.5,"reliability_score":30.0,"mcp_server_quality":0.0,"documentation_accuracy":30.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":50.0,"rate_limit_clarity":0.0,"tls_enforcement":50.0,"auth_strength":40.0,"scope_granularity":20.0,"dependency_hygiene":50.0,"secret_handling":50.0,"security_notes":"Security posture depends heavily on deployment (TLS termination, proxy auth, network controls, and how secrets are provided). No concrete details about TLS/auth/headers/rate-limits were included in the provided prompt, so scores reflect uncertainty rather than verified guarantees.","uptime_documented":0.0,"version_stability":50.0,"breaking_changes_history":30.0,"error_recovery":40.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"unknown","retry_guidance_documented":false,"known_agent_gotchas":["Without an explicit API contract (OpenAPI) agents may need to infer endpoints/payloads.","Server-side behaviors for retries/idempotency may vary by endpoint (create vs. update operations).","Authentication/authorization may be enforced by a reverse proxy, which agents must be configured to handle (headers/cookies/credentials).","Tracking and registry operations may involve eventual consistency depending on backing store and artifact store."]}}