{"id":"phenompeople-bert-server","name":"bert-server","homepage":"https://hub.docker.com/r/phenompeople/bert-server","repo_url":"https://hub.docker.com/r/phenompeople/bert-server","category":"ai-ml","subcategories":[],"tags":["ai-ml","nlp","bert","inference","model-serving","api"],"what_it_does":"bert-server appears to be a server wrapper exposing a BERT model for inference over a network interface. Without repository/README details provided here, the evaluation can only infer typical behavior from the name; concrete endpoints, authentication, and configuration cannot be verified from the supplied content.","use_cases":["Serving BERT-based text classification or embedding inference for internal applications","Building lightweight model-as-a-service around a fine-tuned BERT model","Prototyping NLP pipelines with a remote inference endpoint"],"not_for":["Production systems requiring audited security/authn/authz guarantees without additional hardening","Use cases needing guaranteed high availability or documented SLAs","Environments where running a Python/ML service is not allowed (CPU/GPU, dependency constraints)"],"best_when":null,"avoid_when":null,"alternatives":["Hugging Face Inference Endpoints","TorchServe","Triton Inference Server","FastAPI-based custom inference services","Text generation/inference frameworks that provide standardized APIs"],"af_score":17.0,"security_score":17.5,"reliability_score":20.0,"package_type":"mcp_server","discovery_source":["docker_mcp"],"priority":"low","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-04-04T19:40:40.179974+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 were provided in the prompt content; cannot confirm how requests are authenticated (if at all)."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"No pricing information provided; this likely refers to a self-hosted/open-source server wrapper rather than a hosted API, but this cannot be confirmed."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":17.0,"security_score":17.5,"reliability_score":20.0,"mcp_server_quality":0.0,"documentation_accuracy":0.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":50.0,"rate_limit_clarity":0.0,"tls_enforcement":0.0,"auth_strength":0.0,"scope_granularity":0.0,"dependency_hygiene":50.0,"secret_handling":50.0,"security_notes":"No security-relevant implementation details were provided (TLS enforcement, auth, logging practices, dependency pinning/CVE status). Assume nothing and validate in the repository: HTTPS/TLS, authn/authz, request validation, input sanitization, and logging redaction of secrets/PII.","uptime_documented":0.0,"version_stability":30.0,"breaking_changes_history":30.0,"error_recovery":20.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":[]}}