{"id":"jbmusso-gremlin-server","name":"gremlin-server","homepage":"https://hub.docker.com/r/jbmusso/gremlin-server","repo_url":"https://hub.docker.com/r/jbmusso/gremlin-server","category":"databases","subcategories":[],"tags":["graph","gremlin","tinkerpop","database-integration","server","api-protocol","network"],"what_it_does":"Gremlin Server is a server implementation that exposes the Apache TinkerPop Gremlin graph traversal language over a network protocol, allowing clients to submit Gremlin queries to a graph database/back-end via server-side plugins/graph integrations.","use_cases":["Remote execution of Gremlin traversals against a graph database","Building graph-oriented applications where clients communicate with a traversal server","Standardizing access to graph traversals across different client languages","Integrating graph analytics/querying into existing services via Gremlin client drivers"],"not_for":["Use as a general-purpose REST CRUD API for non-graph data","Handling sensitive workloads without proper network/auth hardening","Environments requiring strict, first-party managed hosting/SLA guarantees","Workloads that need strongly defined, stable REST/SQL-style semantics"],"best_when":"You want to centralize Gremlin traversal execution and reuse the Gremlin protocol/driver ecosystem to talk to a graph back-end.","avoid_when":"You cannot provide secure deployment (TLS, controlled network access, auth), or you need a simple, well-specified REST/OpenAPI surface instead of Gremlin semantics.","alternatives":["Amazon Neptune (Gremlin endpoint)","Neo4j (Cypher)","ArangoDB (AQL)","JanusGraph (with Gremlin-compatible deployment)","Keycloak/other auth gateways if you need an auth layer in front of Gremlin server"],"af_score":29.5,"security_score":34.2,"reliability_score":32.5,"package_type":"mcp_server","discovery_source":["docker_mcp"],"priority":"low","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-04-04T19:54:01.030542+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 package manifest/README details were provided here about authentication configuration. In general, Gremlin Server deployments commonly rely on a network-level control and/or server-side security configuration, but this cannot be confirmed from the provided data."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":null},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":29.5,"security_score":34.2,"reliability_score":32.5,"mcp_server_quality":0.0,"documentation_accuracy":20.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":40.0,"rate_limit_clarity":0.0,"tls_enforcement":40.0,"auth_strength":30.0,"scope_granularity":20.0,"dependency_hygiene":45.0,"secret_handling":40.0,"security_notes":"Security cannot be verified from the provided snippet because no README/repo metadata was included. In typical deployments, key risks are unauthorized query execution, data exfiltration via traversal, and resource exhaustion from expensive queries; these must be mitigated via TLS, authentication/authorization, network controls, and query/time limits.","uptime_documented":0.0,"version_stability":50.0,"breaking_changes_history":50.0,"error_recovery":30.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["Gremlin traversals are powerful but can be expensive; agents may generate overly broad traversals that time out without clear mitigation.","Network/protocol interactions may require correct driver configuration (host/port, serialization) not covered in this data.","Without explicit idempotency guarantees, repeated traversal execution may have side effects if using mutating steps."]}}