{"id":"kelvins-awesome-mlops","name":"awesome-mlops","homepage":null,"repo_url":"https://github.com/kelvins/awesome-mlops","category":"devtools","subcategories":[],"tags":["awesome-list","mlops","curation","tooling","discovery"],"what_it_does":"awesome-mlops appears to be a curated directory (“awesome list”) of MLOps tools grouped by category (e.g., AutoML, CI/CD for ML, monitoring, data cataloging, drift detection). It does not itself provide an API or executable service; it links out to other projects.","use_cases":["Discover MLOps tooling across common functional areas (data, training, serving, governance).","Curate a shortlist of candidate open-source and commercial tools for an MLOps stack.","Serve as a starting point for research and evaluation of components in an MLOps architecture."],"not_for":["Implementing MLOps functionality directly (no native runtime behavior).","Programmatic integration requiring stable interfaces, SDKs, or authentication flows."],"best_when":"You want a reference catalog of existing MLOps tools and links to their documentation/repositories.","avoid_when":"You need a single, integrated platform/library with consistent APIs, SLAs, and operational guarantees.","alternatives":["awesome-ml","awesome-machine-learning","awesome-data-science","MLOps platform vendors (e.g., Feast/Feathr, MLflow ecosystems, Kubeflow, Seldon-based stacks)","General-purpose integration of MLOps tools: MLflow + a workflow orchestrator (Airflow/Dagster) + a feature store (Feast/etc.) + monitoring (Grafana/Prometheus tooling)"],"af_score":15.0,"security_score":0.0,"reliability_score":27.5,"package_type":"skill","discovery_source":["openclaw"],"priority":"high","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-03-29T14:58:48.399252+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 is applicable because this repository is a curated list, not a service."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"No pricing model described; content is a public curated list."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":15.0,"security_score":0.0,"reliability_score":27.5,"mcp_server_quality":0.0,"documentation_accuracy":25.0,"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":0.0,"secret_handling":0.0,"security_notes":"No security-relevant interface is present in this repository itself. However, it links to many third-party tools; using those tools may introduce varying security risks outside the scope of this repo. License is listed as null in repository metadata (not confirmed), so legal/compliance review may be needed before adopting linked components.","uptime_documented":0.0,"version_stability":60.0,"breaking_changes_history":50.0,"error_recovery":0.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["This is not a tool with an operational interface; an agent expecting REST/SDK/MCP integration will find none.","The README is truncated in the provided content, so a fully accurate assessment of completeness/coverage cannot be confirmed from the excerpt.","Because entries link to many third-party projects, compatibility/auth/rate-limit behavior is not governed by this repo."]}}