{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"smithery_kb-mcp-biai","slug":"kb-mcp-biai","name":"biai","type":"mcp","url":"https://github.com/beiningY/BIAI","page_url":"https://unfragile.ai/kb-mcp-biai","categories":["mcp-servers"],"tags":["mcp","model-context-protocol","smithery:kb_mcp/biai"],"pricing":{"model":"open_source","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"smithery_kb-mcp-biai__cap_0","uri":"capability://tool.use.integration.schema.based.function.calling.with.multi.provider.support","name":"schema-based function calling with multi-provider support","description":"This capability allows for structured function calls using a schema-based approach, enabling seamless integration with multiple provider APIs. It leverages a registry of functions defined in a schema format, which facilitates dynamic binding to various model contexts, thus allowing developers to easily switch between different AI service providers without altering the underlying code. This design choice enhances flexibility and reduces the overhead of managing multiple API integrations.","intents":["How can I integrate multiple AI models into my application without rewriting code?","What’s the best way to manage API calls to different LLM providers?","Can I easily switch between AI models in my project?"],"best_for":["developers building applications that require multiple AI model integrations"],"limitations":["Requires explicit schema definitions for each function, which can increase initial setup time."],"requires":["Node.js 14+","API keys for each integrated provider"],"input_types":["structured data","text"],"output_types":["structured data","text"],"categories":["tool-use-integration","api orchestration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"smithery_kb-mcp-biai__cap_1","uri":"capability://memory.knowledge.contextual.model.management","name":"contextual model management","description":"This capability manages the context for different AI models by maintaining a stateful session that tracks user interactions and model responses. It uses a context management system that stores relevant information and retrieves it as needed, ensuring that the AI can provide coherent and contextually relevant outputs. This approach allows for a more personalized user experience and improves the relevance of responses over time.","intents":["How can I maintain context across multiple interactions with an AI model?","What’s the best way to ensure my AI responses are relevant to previous user inputs?","Can I create a more personalized experience for users interacting with AI?"],"best_for":["developers creating conversational agents or interactive AI applications"],"limitations":["Context management can lead to increased memory usage, especially with long interactions."],"requires":["Node.js 14+","Persistent storage solution for context data"],"input_types":["text","structured data"],"output_types":["text","structured data"],"categories":["memory-knowledge","context management"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"smithery_kb-mcp-biai__cap_2","uri":"capability://tool.use.integration.dynamic.api.orchestration","name":"dynamic api orchestration","description":"This capability allows for the orchestration of API calls to various AI services based on user-defined workflows. It employs a modular architecture that enables developers to define sequences of API calls, handle responses, and manage error states dynamically. This flexibility allows for complex interactions with multiple AI services, streamlining the development of sophisticated applications that require coordinated actions across different models.","intents":["How can I automate interactions between different AI services in my application?","What’s the best way to manage complex workflows involving multiple APIs?","Can I create a sequence of API calls that depend on previous responses?"],"best_for":["developers building applications that require complex interactions between multiple AI services"],"limitations":["Increased complexity in managing workflows can lead to debugging challenges."],"requires":["Node.js 14+","Access to multiple AI service APIs"],"input_types":["structured data","text"],"output_types":["structured data","text"],"categories":["tool-use-integration","workflow orchestration"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":24,"verified":false,"data_access_risk":"moderate","permissions":["Node.js 14+","API keys for each integrated provider","Persistent storage solution for context data","Access to multiple AI service APIs"],"failure_modes":["Requires explicit schema definitions for each function, which can increase initial setup time.","Context management can lead to increased memory usage, especially with long interactions.","Increased complexity in managing workflows can lead to debugging challenges.","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.05,"quality":0.16,"ecosystem":0.48999999999999994,"match_graph":0.25,"freshness":0.5,"weights":{"adoption":0.25,"quality":0.25,"ecosystem":0.15,"match_graph":0.23,"freshness":0.12}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"active","updated_at":"2026-05-24T12:16:26.915Z","last_scraped_at":"2026-05-03T15:19:34.639Z","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=kb-mcp-biai","compare_url":"https://unfragile.ai/compare?artifact=kb-mcp-biai"}},"signature":"6TdGxEGZaxJOX6HBDUr4kDjuUVeVqDOIqxO5jSwbVUHRBSf+qpW2Qq8BIquikQDFEhVteExksdDAoPZ13FPkDg==","signedAt":"2026-06-23T03:12:08.784Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/kb-mcp-biai","artifact":"https://unfragile.ai/kb-mcp-biai","verify":"https://unfragile.ai/api/v1/verify?slug=kb-mcp-biai","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"}}