{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"huggingface-mcp-server","slug":"huggingface-mcp-server","name":"Hugging Face MCP Server","type":"mcp","url":"https://huggingface.co/mcp","page_url":"https://unfragile.ai/huggingface-mcp-server","categories":["mcp-servers","model-training"],"tags":["mcp","huggingface","models","datasets","spaces","official","hosted"],"pricing":{"model":"free","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"huggingface-mcp-server__cap_1","uri":"capability://search.retrieval.real.time.model.search.and.retrieval","name":"real-time model search and retrieval","description":"Enables users to perform real-time searches across the Hugging Face Hub for models and datasets using a keyword-based query system. This capability leverages an optimized indexing mechanism that quickly retrieves relevant resources based on user input, ensuring that the most pertinent results are presented without delay.","intents":["how to find specific models on Hugging Face","search for datasets related to my project","retrieve the latest models for NLP tasks"],"best_for":["data scientists looking for specific machine learning models"],"limitations":["search results may vary based on indexing frequency"],"requires":["Hugging Face API key"],"input_types":["text queries"],"output_types":["structured data of model and dataset metadata"],"categories":["search-retrieval","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"huggingface-mcp-server__cap_2","uri":"capability://tool.use.integration.space.tool.invocation.for.model.execution","name":"space tool invocation for model execution","description":"Allows users to invoke Spaces as tools directly from the MCP server, enabling the execution of various tasks such as image generation or transcription. This capability is implemented through a standardized API that communicates with the underlying Space, ensuring that the invocation process is seamless and efficient.","intents":["how to use Spaces for image generation","invoke a transcription tool from Hugging Face","execute a model hosted in a Space"],"best_for":["developers needing to integrate model execution into workflows"],"limitations":["dependent on the specific Space's performance and quotas"],"requires":["Hugging Face API key"],"input_types":["input data for the Space (e.g., images, text)"],"output_types":["results from the Space's execution"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"huggingface-mcp-server__cap_3","uri":"capability://data.processing.analysis.model.card.retrieval.and.analysis","name":"model card retrieval and analysis","description":"Facilitates the retrieval of model cards that provide detailed information about specific models, including their intended use cases, performance metrics, and limitations. This capability employs a structured querying approach to access model card data, ensuring that users receive comprehensive insights to inform their model selection process.","intents":["how to access model cards for evaluation","retrieve performance metrics for a specific model","find model limitations and use cases"],"best_for":["researchers evaluating models for specific tasks"],"limitations":["model cards may not be available for all models"],"requires":["Hugging Face API key"],"input_types":["model identifiers or names"],"output_types":["structured data of model card information"],"categories":["data-processing-analysis","search-retrieval"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"huggingface-mcp-server__headline","uri":"capability://mcp.servers.hugging.face.mcp.server.for.model.and.dataset.access","name":"hugging face mcp server for model and dataset access","description":"The Hugging Face MCP Server is a hosted platform that connects agents to a vast ecosystem of models, datasets, and tools, enabling real-time access to the latest resources for machine learning research and application development. It allows users to search and interact with models and datasets, read model cards, and utilize Spaces as tools for various tasks.","intents":["best MCP server for ML research","how to access Hugging Face models","MCP server for real-time model selection","Hugging Face tools for AI development"],"best_for":["ML researchers and developers needing real-time model access"],"limitations":["Space-as-tool calls inherit cold-start latency and hardware quotas"],"requires":["Hugging Face account with API token"],"input_types":["text queries for models and datasets"],"output_types":["model metadata, dataset information, tool outputs"],"categories":["mcp-servers","model-training"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":62,"verified":false,"data_access_risk":"moderate","permissions":["Hugging Face API key","Hugging Face account with API token"],"failure_modes":["search results may vary based on indexing frequency","dependent on the specific Space's performance and quotas","model cards may not be available for all models","Space-as-tool calls inherit cold-start latency and hardware quotas","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.68,"quality":0.82,"ecosystem":0.45,"match_graph":0.25,"freshness":1,"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":"2026-06-11T11:43:36.300Z","last_scraped_at":null,"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=huggingface-mcp-server","compare_url":"https://unfragile.ai/compare?artifact=huggingface-mcp-server"}},"signature":"k8TZQNVoB88CGy1HhEXeSgb3Wna2wP72C+evwQy0zOSrs12LCG+GsQr5ECGpTsxgW99uotjIm/lBF/JcHFm0AQ==","signedAt":"2026-06-15T05:25:21.247Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/huggingface-mcp-server","artifact":"https://unfragile.ai/huggingface-mcp-server","verify":"https://unfragile.ai/api/v1/verify?slug=huggingface-mcp-server","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"}}