{"schema_version":"verify.compare.v1","generated_at":"2026-06-10T03:36:19.872763+00:00","count":1,"missing_servers":[],"results":[{"server_id":"alperenkocyigit/semantic-scholar-graph-api","display_name":"Semantic Scholar Academic Research MCP","profile_url":"https://verify.sentinelsignal.io/servers/alperenkocyigit/semantic-scholar-graph-api","compare_url":"https://verify.sentinelsignal.io/compare?server=alperenkocyigit%2Fsemantic-scholar-graph-api","trust_summary_url":"https://verify.sentinelsignal.io/v1/servers/alperenkocyigit/semantic-scholar-graph-api/trust-summary","claimed":false,"verified_publisher":false,"claim_status":"unclaimed","badge_url":"https://verify.sentinelsignal.io/badge/alperenkocyigit/semantic-scholar-graph-api.svg","report_url":"https://verify.sentinelsignal.io/v1/servers/alperenkocyigit/semantic-scholar-graph-api/report","policy_url":"https://verify.sentinelsignal.io/v1/servers/alperenkocyigit/semantic-scholar-graph-api/policy","evidence_url":"https://verify.sentinelsignal.io/api/v1/servers/alperenkocyigit/semantic-scholar-graph-api/evidence","commerce_signal":null,"payment_capable":null,"delegation_level":null,"risk_flags":[],"strengths":["report_available","policy_available","badge_available"],"limitations":["unclaimed_profile","publisher_not_verified"],"last_seen":null,"last_scored":"2026-06-09T19:08:34.137527+00:00","recommended_agent_action":"allow_with_policy_review","observed_attention":{"schema":"verify.observed_attention.v1","window_days":30,"level":"none","label":"No observed attention","summary":"No recent machine-readable trust or discovery activity observed for this server.","segments":{"useful_ai_user":{"level":"none","observed":false,"description":"AI-assisted user sessions such as ChatGPT/User or Claude/User."},"machine_trust_evaluator":{"level":"none","observed":false,"description":"Synthetic sessions inspecting multiple trust surfaces such as report, policy, ledger, badge, trust-summary, or compare."},"possible_agent_or_script":{"level":"none","observed":false,"description":"Structured direct sessions with rapid profile, compare, report, policy, badge, or trust-surface fan-out."},"isolated_machine_surface":{"level":"none","observed":false,"description":"Aged-out direct synthetic singleton sessions that touched a machine-readable trust surface without becoming a broader evaluator."},"ai_crawler":{"level":"none","observed":false,"description":"Known AI crawler activity such as ClaudeBot, GPTBot, or similar crawlers."},"search_crawler":{"level":"none","observed":false,"description":"Search and SEO crawler activity."},"browser_like_automation":{"level":"none","observed":false,"description":"Browser-like synthetic sessions with rapid structured endpoint activity."},"confirmed_human":{"level":"none","observed":false,"description":"Confirmed browser-session human activity."}},"surfaces_observed":{"server_profile":false,"compare":false,"compare_json":false,"compare_api":false,"report_json":false,"policy":false,"ledger":false,"badge_metadata":false,"badge_svg":false,"trust_summary":false,"mcp_tool":false},"claim_prompt":{"recommended":false,"reason":"No claim prompt is recommended from observed attention in the current window."},"notes":["Observed attention is based on segmented first-party telemetry.","Crawler and evaluator activity is not treated as confirmed human demand.","Public levels are bucketed to avoid exposing raw traffic counts."]},"owner_activation":{"claim_recommended":false,"reason":"no_observed_attention"}}],"servers":[{"namespace":"alperenkocyigit","name":"semantic-scholar-graph-api","title":"Semantic Scholar Academic Research MCP","description":"Provide AI assistants with seamless access to Semantic Scholar's extensive academic database for advanced paper discovery, author research, citation analysis, and content exploration. Enable natural language search, bulk data processing, and detailed academic insights to enhance research workflows. Empower users to efficiently explore millions of research papers and citation networks.","homepage_url":"https://smithery.ai/server/@alperenkocyigit/semantic-scholar-graph-api","docs_url":null,"icon_url":"https://api.smithery.ai/servers/alperenkocyigit/semantic-scholar-graph-api/icon","support_url":null,"remote_url":null,"server_card_url":null,"latest_version":null,"current_status":"failing","current_score":40.67,"transport_type":null,"has_oauth":false,"has_dcr":false,"has_prompts":false,"tool_count":0,"current_validation_schema_version":"16d1d270090d6c8f","last_validated_at":"2026-06-09T19:08:34.137527+00:00","registry_source":"smithery_registry","registry_identifier":"smithery_registry:e81fa074-160c-4e4b-b7f0-125b3a2568d3","canonical_identifier":null,"current_score_components":{"auth_operability_score":0.0,"error_contract_score":0.0,"rate_limit_semantics_score":2.0,"schema_completeness_score":0.0,"backward_compatibility_score":2.0,"slo_health_score":2.0,"security_hygiene_score":1.5,"task_success_score":1.67,"trust_confidence_score":0.1,"abuse_noise_ratio_score":3.0,"prompt_contract_score":2.0,"resource_contract_score":2.0,"discovery_metadata_score":3.0,"registry_consistency_score":3.0,"installability_score":2.0,"session_semantics_score":0.0,"tool_surface_design_score":0.0,"result_shape_stability_score":0.0,"oauth_interop_score":0.0,"recovery_semantics_score":0.0,"maintenance_signal_score":1.45,"adoption_signal_score":2.0,"freshness_confidence_score":0.5,"transport_fidelity_score":0.0,"spec_recency_score":2.0,"session_resume_score":0.0,"step_up_auth_score":3.0,"transport_compliance_score":1.0,"utility_coverage_score":2.0,"advanced_capability_coverage_score":2.0,"connector_publishability_score":0.0,"tool_snapshot_churn_score":0.0,"connector_replay_score":3.0,"request_association_score":3.0,"interactive_flow_safety_score":3.0,"action_safety_score":3.0,"official_registry_presence_score":3.0,"provenance_divergence_score":4.0,"safety_transparency_score":4.0,"tool_capability_clarity_score":0.0,"destructive_operation_safety_score":3.0,"egress_ssrf_resilience_score":3.0,"execution_sandbox_safety_score":4.0,"data_exfiltration_resilience_score":3.0,"least_privilege_scope_score":2.0,"secret_handling_hygiene_score":3.0,"dependency_supply_chain_signal_score":0.5,"input_sanitization_safety_score":0.0,"tool_namespace_clarity_score":0.0},"capability_taxonomy":[],"machine_summary":{},"taxonomy_tags":[],"score_decomposition":[],"validation_diff":null,"tool_snapshot_diff":null,"connector_replay":{},"request_association":{},"production_readiness":{"code":"evaluation_only","label":"Evaluation only","reason":"Compact compare evidence is served while Verify protects web capacity."},"recommended_for":[],"history_summary":{},"validation_timeline":[],"evidence_confidence":{"score":50,"label":"warming","reason":"Deep compare evidence is deferred to the regular cache refresh path."},"incident_feed":[],"remediations":[],"client_remediation_modes":[],"client_profiles":[],"client_readiness_verdicts":[],"publishability_policy_profiles":[],"compatibility_fixtures":[],"install_snippets":{},"aliases":[],"raw_evidence":{},"active_alerts":[],"maintainer_analytics":{},"public_server_reputation":{},"maintainer_response_quality":{},"maintainer_annotations":[],"maintainer_rebuttals":[],"security_posture_summary":{},"tool_security_inventory":[],"transport_compliance":{},"utility_coverage":{},"write_action_governance":{},"provenance_divergence":{},"alias_consolidation":{},"alert_routing":{},"authenticated_validation":{},"hosted_runtime":{},"action_controls_diff":null,"benchmark_tasks":[],"latest_capability_counts":{},"point_loss_breakdown":[],"verdict_traces":{},"current_snapshot":{"schema_version":"verify.trust_snapshot.v1","snapshot_id":"trustsnap_9b4652de97b025d2","generated_at":"2026-06-10T03:36:19.859870+00:00","source":"current_snapshot","server":"alperenkocyigit/semantic-scholar-graph-api","last_validated_at":"2026-06-09T19:08:34.137527+00:00","validation_age_hours":8.46,"freshness":{"schema_version":"verify.freshness_profile.v1","last_validated_at":"2026-06-09T19:08:34.137527+00:00","age_hours":8.46,"bucket":"verified_last_24h","label":"Verified in last 24h","badges":["verified_last_24h"],"freshness_sla_hours":168.0,"freshness_sla_status":"met","stale_score_suppressed":false,"display_score":40.67,"raw_score":40.67,"confidence_score":50.0,"confidence_weighted_score":20.3,"tier_status":[{"tier":"community","label":"Community","freshness_sla_hours":720,"met":true,"priority_revalidation":false},{"tier":"pro","label":"Pro","freshness_sla_hours":168,"met":true,"priority_revalidation":true},{"tier":"enterprise","label":"Enterprise","freshness_sla_hours":24,"met":true,"priority_revalidation":true}]},"current_status":"failing","current_score":40.67,"display_score":40.67,"stale_score_suppressed":false,"production_trust_decision":{"schema_version":"verify.executive_verdict.v1","decision":"Block for production","why":"failing live status + score below evaluation threshold","next_action":"revalidate, add safeguards, export policy","reason_count":2},"production_readiness_class":{"code":null,"label":null,"reason":null},"evidence_confidence":{"score":null,"label":null,"validation_age_hours":null,"live_check_count":null},"active_alerts":[]},"trust_snapshot":{"schema_version":"verify.trust_snapshot.v1","snapshot_id":"trustsnap_9b4652de97b025d2","generated_at":"2026-06-10T03:36:19.859870+00:00","source":"current_snapshot","server":"alperenkocyigit/semantic-scholar-graph-api","last_validated_at":"2026-06-09T19:08:34.137527+00:00","validation_age_hours":8.46,"freshness":{"schema_version":"verify.freshness_profile.v1","last_validated_at":"2026-06-09T19:08:34.137527+00:00","age_hours":8.46,"bucket":"verified_last_24h","label":"Verified in last 24h","badges":["verified_last_24h"],"freshness_sla_hours":168.0,"freshness_sla_status":"met","stale_score_suppressed":false,"display_score":40.67,"raw_score":40.67,"confidence_score":50.0,"confidence_weighted_score":20.3,"tier_status":[{"tier":"community","label":"Community","freshness_sla_hours":720,"met":true,"priority_revalidation":false},{"tier":"pro","label":"Pro","freshness_sla_hours":168,"met":true,"priority_revalidation":true},{"tier":"enterprise","label":"Enterprise","freshness_sla_hours":24,"met":true,"priority_revalidation":true}]},"current_status":"failing","current_score":40.67,"display_score":40.67,"stale_score_suppressed":false,"production_trust_decision":{"schema_version":"verify.executive_verdict.v1","decision":"Block for production","why":"failing live status + score below evaluation threshold","next_action":"revalidate, add safeguards, export policy","reason_count":2},"production_readiness_class":{"code":null,"label":null,"reason":null},"evidence_confidence":{"score":null,"label":null,"validation_age_hours":null,"live_check_count":null},"active_alerts":[]},"agent_commerce":{},"latest_claim":null,"maintainer_profile_slug":null,"watch_summary":{},"observed_attention":{"schema":"verify.observed_attention.v1","window_days":30,"level":"none","label":"No observed attention","summary":"No recent machine-readable trust or discovery activity observed for this server.","segments":{"useful_ai_user":{"level":"none","observed":false,"description":"AI-assisted user sessions such as ChatGPT/User or Claude/User."},"machine_trust_evaluator":{"level":"none","observed":false,"description":"Synthetic sessions inspecting multiple trust surfaces such as report, policy, ledger, badge, trust-summary, or compare."},"possible_agent_or_script":{"level":"none","observed":false,"description":"Structured direct sessions with rapid profile, compare, report, policy, badge, or trust-surface fan-out."},"isolated_machine_surface":{"level":"none","observed":false,"description":"Aged-out direct synthetic singleton sessions that touched a machine-readable trust surface without becoming a broader evaluator."},"ai_crawler":{"level":"none","observed":false,"description":"Known AI crawler activity such as ClaudeBot, GPTBot, or similar crawlers."},"search_crawler":{"level":"none","observed":false,"description":"Search and SEO crawler activity."},"browser_like_automation":{"level":"none","observed":false,"description":"Browser-like synthetic sessions with rapid structured endpoint activity."},"confirmed_human":{"level":"none","observed":false,"description":"Confirmed browser-session human activity."}},"surfaces_observed":{"server_profile":false,"compare":false,"compare_json":false,"compare_api":false,"report_json":false,"policy":false,"ledger":false,"badge_metadata":false,"badge_svg":false,"trust_summary":false,"mcp_tool":false},"claim_prompt":{"recommended":false,"reason":"No claim prompt is recommended from observed attention in the current window."},"notes":["Observed attention is based on segmented first-party telemetry.","Crawler and evaluator activity is not treated as confirmed human demand.","Public levels are bucketed to avoid exposing raw traffic counts."]},"owner_activation":{"claim_recommended":false,"reason":"no_observed_attention"}}],"rows":[{"label":"Snapshot ID","values":["trustsnap_9b4652de97b025d2"]},{"label":"Status","values":["failing"]},{"label":"Score","values":[40.67]},{"label":"Production readiness class","values":["Evaluation only"]},{"label":"Production trust decision","values":["Block for production"]},{"label":"Observed Attention","values":["No observed attention"]},{"label":"Evidence confidence","values":[50]},{"label":"Freshness","values":["n/a"]},{"label":"Latency","values":["n/a"]},{"label":"Spec recency","values":[2.0]},{"label":"Session resume","values":[0.0]},{"label":"Step-up auth","values":[3.0]},{"label":"Transport compliance","values":[1.0]},{"label":"Utility coverage","values":[2.0]},{"label":"Publishability","values":[0.0]},{"label":"Connector replay","values":[3.0]},{"label":"Request association","values":[3.0]},{"label":"Action safety","values":[3.0]},{"label":"Registry presence","values":[3.0]},{"label":"Provenance divergence","values":[4.0]},{"label":"Client compatibility: ChatGPT","values":["unknown"]},{"label":"Client compatibility: Claude","values":["unknown"]},{"label":"Write-action publishing","values":["unknown"]},{"label":"Snapshot churn risk","values":["unknown"]},{"label":"Transport","values":[null]},{"label":"Auth","values":["Unauthenticated / none"]},{"label":"Tools","values":[0]},{"label":"Prompts","values":[0]},{"label":"Resources","values":[0]},{"label":"OAuth","values":[false]},{"label":"DCR","values":[false]},{"label":"Taxonomy","values":[""]},{"label":"Recommended for","values":["none"]},{"label":"Top alerts","values":["none"]}],"cache_note":"Compact compare fallback response; deep compare evidence is deferred to protect web capacity."}