{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_xund","slug":"xund","name":"XUND","type":"product","url":"https://xund.ai","page_url":"https://unfragile.ai/xund","categories":["data-analysis"],"tags":[],"pricing":{"model":"paid","free":false,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_xund__cap_0","uri":"capability://healthcare.preventive.health.risk.assessment","name":"preventive-health-risk-assessment","description":"Analyzes patient health data and lifestyle factors to identify individuals at risk for chronic diseases before symptoms manifest. Uses AI algorithms to stratify patients by risk level and recommend preventive interventions.","intents":["I want to identify which patients are at highest risk for developing chronic diseases","I need to prioritize preventive care resources toward patients who will benefit most","I want to understand a patient's disease risk profile before they become symptomatic"],"best_for":["health systems with large patient populations","insurance companies managing population health","preventive care programs"],"limitations":["Requires comprehensive patient health data for accurate risk assessment","Effectiveness depends on quality and completeness of input data","May have variable accuracy across different demographic groups"],"requires":["Patient health history data","Demographic information","Lifestyle and behavioral data","Integration with EHR systems"],"input_types":["structured health records","patient demographics","lab results","vital signs"],"output_types":["risk scores","risk stratification reports","intervention recommendations"],"categories":["healthcare","diagnostics","prevention"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_xund__cap_1","uri":"capability://healthcare.ai.assisted.clinical.diagnosis","name":"ai-assisted-clinical-diagnosis","description":"Provides AI-powered diagnostic support by analyzing patient symptoms, medical history, and clinical findings to suggest potential diagnoses. Assists clinicians in differential diagnosis and clinical decision-making.","intents":["I want AI to help me narrow down possible diagnoses for a complex patient case","I need decision support to ensure I'm not missing important diagnoses","I want to improve diagnostic accuracy and reduce diagnostic errors"],"best_for":["clinicians and physicians","diagnostic centers","hospitals with complex cases"],"limitations":["Diagnostic accuracy rates not publicly disclosed","Regulatory approval status unclear","Cannot replace clinical judgment or physical examination","May have bias based on training data"],"requires":["Patient symptom descriptions","Medical history","Clinical examination findings","Lab and imaging results","Clinician validation and oversight"],"input_types":["symptom descriptions","medical history","clinical notes","lab results","imaging reports"],"output_types":["differential diagnosis lists","diagnostic recommendations","clinical decision support"],"categories":["healthcare","diagnostics","clinical-decision-support"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_xund__cap_2","uri":"capability://healthcare.continuous.patient.health.monitoring","name":"continuous-patient-health-monitoring","description":"Tracks patient health metrics and vital signs over time to detect changes, deterioration, or anomalies. Enables early intervention by alerting healthcare providers to concerning trends before acute events occur.","intents":["I want to monitor my patients continuously between office visits","I need to detect early warning signs of health deterioration","I want to enable early intervention before patients develop acute complications"],"best_for":["chronic disease management programs","post-discharge monitoring","high-risk patient populations","remote patient monitoring initiatives"],"limitations":["Requires patient compliance with data collection","Depends on availability of monitoring devices or patient self-reporting","May generate false alerts if thresholds not properly calibrated","Integration with existing monitoring systems may be complex"],"requires":["Continuous or regular health data collection","Patient monitoring devices or self-reporting mechanisms","Baseline health parameters for comparison","Alert notification system"],"input_types":["vital signs data","wearable device data","patient-reported outcomes","lab results","activity and movement data"],"output_types":["health trend reports","alerts and notifications","monitoring dashboards","intervention recommendations"],"categories":["healthcare","monitoring","patient-engagement"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_xund__cap_3","uri":"capability://healthcare.personalized.health.intervention.recommendations","name":"personalized-health-intervention-recommendations","description":"Generates individualized health recommendations and intervention plans based on patient risk profile, diagnosis, and health status. Tailors preventive and therapeutic strategies to each patient's unique circumstances.","intents":["I want personalized health recommendations specific to my risk profile","I need to create individualized care plans for my patients","I want to know what interventions are most likely to benefit this specific patient"],"best_for":["primary care physicians","care coordinators","health coaches","patients engaged in preventive care"],"limitations":["Recommendations depend on accuracy of underlying risk assessment","May not account for patient preferences or social determinants of health","Requires clinical validation before implementation","Personalization quality varies based on data completeness"],"requires":["Patient health profile and risk assessment","Clinical guidelines and evidence-based protocols","Patient preferences and constraints","Integration with care planning systems"],"input_types":["patient risk scores","diagnosis information","health history","patient preferences","clinical guidelines"],"output_types":["personalized care plans","intervention recommendations","lifestyle modification suggestions","medication or treatment options"],"categories":["healthcare","prevention","personalization"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_xund__cap_4","uri":"capability://healthcare.ehr.system.integration","name":"ehr-system-integration","description":"Integrates with existing Electronic Health Record systems to access patient data, synchronize information, and embed AI capabilities into existing clinical workflows. Enables seamless data exchange between XUND and healthcare provider systems.","intents":["I want to use XUND without disrupting my existing EHR workflow","I need XUND to access my patient data from our EHR system","I want AI insights to appear directly in our clinical documentation system"],"best_for":["healthcare systems with established EHR infrastructure","hospitals and clinics using major EHR platforms","organizations seeking to add AI without replacing existing systems"],"limitations":["Integration complexity varies by EHR vendor and version","May require IT resources and technical expertise","Data mapping and synchronization can be time-consuming","Compatibility with all EHR systems not guaranteed"],"requires":["Access to EHR system APIs or integration interfaces","IT infrastructure and technical support","Data governance and security protocols","HL7/FHIR compliance or equivalent standards"],"input_types":["EHR data exports","HL7 messages","FHIR resources","structured clinical data"],"output_types":["integrated clinical insights","synchronized patient records","embedded AI recommendations in EHR"],"categories":["healthcare","integration","interoperability"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_xund__cap_5","uri":"capability://healthcare.population.health.analytics.and.reporting","name":"population-health-analytics-and-reporting","description":"Aggregates and analyzes health data across patient populations to identify trends, patterns, and opportunities for improvement. Generates reports and dashboards for healthcare administrators and population health managers.","intents":["I want to understand health trends across my patient population","I need data to support population health initiatives and resource allocation","I want to measure the impact of preventive care programs"],"best_for":["health system administrators","population health managers","insurance companies","public health agencies"],"limitations":["Requires large patient populations for meaningful statistical analysis","Privacy and de-identification requirements may limit granularity","Data quality issues can affect accuracy of population-level insights","May require specialized expertise to interpret results"],"requires":["Large, representative patient population data","Demographic and clinical data across populations","Data governance and privacy compliance","Analytics infrastructure"],"input_types":["aggregated patient data","demographic information","clinical outcomes","utilization data"],"output_types":["population health dashboards","trend reports","analytics summaries","benchmarking reports"],"categories":["healthcare","analytics","population-health"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_xund__cap_6","uri":"capability://healthcare.cost.reduction.through.preventive.care.optimization","name":"cost-reduction-through-preventive-care-optimization","description":"Identifies opportunities to reduce healthcare costs by optimizing preventive care delivery, reducing unnecessary acute care utilization, and improving resource allocation. Provides financial impact analysis and ROI projections.","intents":["I want to reduce healthcare costs through better prevention","I need to demonstrate ROI for preventive care investments","I want to identify which preventive interventions will have the biggest cost impact"],"best_for":["health system finance leaders","insurance company executives","managed care organizations","healthcare systems focused on value-based care"],"limitations":["Cost savings depend on successful implementation and patient engagement","ROI projections may not account for all variables","Requires historical cost data for accurate modeling","Results may vary significantly by population and setting"],"requires":["Historical healthcare cost data","Utilization patterns and claims data","Patient outcome data","Financial modeling capabilities"],"input_types":["claims data","cost data","utilization patterns","outcome metrics"],"output_types":["cost-benefit analyses","ROI projections","financial impact reports","optimization recommendations"],"categories":["healthcare","financial-analysis","optimization"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_xund__cap_7","uri":"capability://healthcare.patient.engagement.and.health.literacy.support","name":"patient-engagement-and-health-literacy-support","description":"Provides patients with personalized health information, education, and engagement tools to improve health literacy and encourage participation in preventive care. Supports patient-provider communication and shared decision-making.","intents":["I want to understand my health risks and what I can do about them","I need help staying engaged with my preventive care plan","I want personalized health education relevant to my condition"],"best_for":["patients engaged in preventive care","chronic disease management programs","health coaching initiatives","patient education programs"],"limitations":["Effectiveness depends on patient motivation and health literacy baseline","May not reach underserved or digitally disconnected populations","Requires accessible user interface and multiple language support","Engagement rates may decline over time without ongoing support"],"requires":["Patient-friendly interface and communication channels","Personalized health information","Multi-language support","Accessibility features"],"input_types":["patient health data","patient preferences","engagement metrics"],"output_types":["personalized health education","engagement reminders","progress tracking","shared decision-making tools"],"categories":["healthcare","patient-engagement","education"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":41,"verified":false,"data_access_risk":"low","permissions":["Patient health history data","Demographic information","Lifestyle and behavioral data","Integration with EHR systems","Patient symptom descriptions","Medical history","Clinical examination findings","Lab and imaging results","Clinician validation and oversight","Continuous or regular health data collection"],"failure_modes":["Requires comprehensive patient health data for accurate risk assessment","Effectiveness depends on quality and completeness of input data","May have variable accuracy across different demographic groups","Diagnostic accuracy rates not publicly disclosed","Regulatory approval status unclear","Cannot replace clinical judgment or physical examination","May have bias based on training data","Requires patient compliance with data collection","Depends on availability of monitoring devices or patient self-reporting","May generate false alerts if thresholds not properly calibrated","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.36666666666666664,"quality":0.7300000000000001,"ecosystem":0.15000000000000002,"match_graph":0.25,"freshness":0.75,"weights":{"adoption":0.25,"quality":0.25,"ecosystem":0.1,"match_graph":0.35,"freshness":0.05}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"active","updated_at":"2026-05-24T12:16:34.117Z","last_scraped_at":"2026-04-05T13:23:42.551Z","last_commit":null},"community":{"stars":null,"forks":null,"weekly_downloads":null,"model_downloads":null,"model_likes":null}},"distribution":{"claim_url":"https://unfragile.ai/submit?claim=xund","compare_url":"https://unfragile.ai/compare?artifact=xund"}},"signature":"+zyoNmxq9NBFxFKGTiCdwpq16y1UUC0Usa6YhBvQJ1a3RB2c5azHImQ4JUJ8hBczW08YE//V3ZHc5hQg9NOPAw==","signedAt":"2026-06-22T04:04:26.081Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/xund","artifact":"https://unfragile.ai/xund","verify":"https://unfragile.ai/api/v1/verify?slug=xund","publicKey":"https://unfragile.ai/api/v1/trust-passport-public-key","spec":"https://unfragile.ai/trust","schema":"https://unfragile.ai/schema.json","docs":"https://unfragile.ai/docs"}}