{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_iris-ai","slug":"iris-ai","name":"Iris.ai","type":"product","url":"https://iris.ai","page_url":"https://unfragile.ai/iris-ai","categories":["research-search"],"tags":[],"pricing":{"model":"freemium","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_iris-ai__cap_0","uri":"capability://research.semantic.concept.search","name":"semantic-concept-search","description":"Searches academic literature using semantic understanding of research concepts rather than keyword matching. Understands relationships between ideas and returns contextually relevant papers even when exact keywords don't match.","intents":["Find papers related to my research topic without knowing all the right keywords","Discover papers that discuss similar concepts using different terminology","Explore a research area when I'm new to the field and don't know the standard vocabulary"],"best_for":["academic researchers","PhD candidates","students new to a field"],"limitations":["limited to published academic papers only","effectiveness depends on training data availability in specific field","may miss preprints and grey literature"],"requires":["access to Iris.ai platform","query describing research concept"],"input_types":["natural language query","research concept description"],"output_types":["ranked list of academic papers","relevance scores"],"categories":["research","discovery"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_iris-ai__cap_1","uri":"capability://research.visual.knowledge.mapping","name":"visual-knowledge-mapping","description":"Creates visual maps showing relationships and connections between research papers, concepts, and authors. Helps researchers identify clusters of related work and discover gaps in the literature landscape.","intents":["Visualize how different papers and concepts relate to each other in my research area","Identify gaps in existing research that I could potentially address","Understand the structure and landscape of a research field at a glance"],"best_for":["researchers conducting systematic literature reviews","PhD candidates planning research directions","researchers new to a field"],"limitations":["steep learning curve for optimal workspace organization","requires sufficient papers to create meaningful visualizations","limited to indexed published papers"],"requires":["collection of papers in workspace","time to learn visualization features"],"input_types":["papers in workspace","selected research topics"],"output_types":["visual network graphs","concept maps","relationship diagrams"],"categories":["research","visualization","knowledge-management"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_iris-ai__cap_2","uri":"capability://research.intelligent.workspace.organization","name":"intelligent-workspace-organization","description":"Provides a structured workspace for organizing, annotating, and managing research papers and findings. Allows researchers to create custom collections, add notes, and systematically organize literature review materials.","intents":["Organize my research papers in a way that makes sense for my project","Keep notes and annotations alongside papers I'm reading","Create a systematic structure for managing a large literature review"],"best_for":["researchers managing large literature reviews","PhD candidates","systematic reviewers"],"limitations":["steep learning curve for optimal organization","requires active management and curation","limited to papers indexed in Iris.ai"],"requires":["Iris.ai account","papers to organize","time investment in setup"],"input_types":["academic papers","user annotations","custom tags and categories"],"output_types":["organized paper collections","annotated bibliographies","structured workspaces"],"categories":["research","productivity","knowledge-management"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_iris-ai__cap_3","uri":"capability://research.research.gap.identification","name":"research-gap-identification","description":"Analyzes the landscape of published research to identify underexplored areas and potential research gaps. Uses visual mapping and semantic understanding to highlight where research is sparse or missing.","intents":["Find unexplored or underexplored areas in my research field","Identify potential research questions that haven't been adequately addressed","Validate that my research idea addresses a genuine gap in the literature"],"best_for":["PhD candidates planning dissertations","researchers seeking novel research directions","grant writers identifying research opportunities"],"limitations":["only identifies gaps in published literature","misses emerging areas in preprints","requires domain expertise to validate identified gaps"],"requires":["comprehensive collection of papers in field","understanding of research landscape"],"input_types":["papers in workspace","research topic"],"output_types":["gap analysis","underexplored areas","research opportunity maps"],"categories":["research","analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_iris-ai__cap_4","uri":"capability://research.cross.domain.connection.discovery","name":"cross-domain-connection-discovery","description":"Identifies non-obvious connections and relationships between papers, concepts, and research areas across different domains. Helps researchers find interdisciplinary insights and unexpected links.","intents":["Discover how research in one field might apply to my research area","Find unexpected connections between different research domains","Identify interdisciplinary opportunities and novel combinations of ideas"],"best_for":["interdisciplinary researchers","researchers seeking novel approaches","innovation-focused teams"],"limitations":["limited to published papers in indexed databases","requires sufficient breadth of papers to find connections","may produce spurious connections"],"requires":["papers from multiple domains in workspace","semantic search capability"],"input_types":["papers from multiple research areas","research concepts"],"output_types":["connection maps","cross-domain relationship graphs","interdisciplinary insights"],"categories":["research","discovery","analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_iris-ai__cap_5","uri":"capability://research.literature.review.acceleration","name":"literature-review-acceleration","description":"Reduces time spent on literature discovery and synthesis by automating search, organization, and relationship mapping. Helps researchers quickly build comprehensive understanding of a research area.","intents":["Complete my literature review faster than traditional methods","Ensure I haven't missed important papers in my research area","Quickly get up to speed on a new research topic"],"best_for":["PhD candidates under time pressure","researchers with large literature reviews","students learning new fields"],"limitations":["effectiveness depends on field coverage in database","requires learning platform features","doesn't replace critical reading and analysis"],"requires":["Iris.ai account","research topic definition"],"input_types":["research queries","topic descriptions"],"output_types":["organized paper collections","literature maps","synthesis materials"],"categories":["research","productivity"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_iris-ai__cap_6","uri":"capability://research.author.and.institution.tracking","name":"author-and-institution-tracking","description":"Identifies and tracks key authors, research groups, and institutions working in specific research areas. Helps researchers understand who the leading researchers are and how they collaborate.","intents":["Find the leading researchers and research groups in my field","Understand collaboration networks between researchers","Identify institutions doing important work in my research area"],"best_for":["researchers seeking collaboration opportunities","PhD candidates identifying mentors","researchers mapping research leadership"],"limitations":["limited to authors in indexed papers","may not capture all collaborations","requires sufficient paper collection"],"requires":["papers in workspace","research topic focus"],"input_types":["papers","research topics"],"output_types":["author networks","collaboration maps","institution rankings"],"categories":["research","networking"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_iris-ai__cap_7","uri":"capability://research.freemium.research.access","name":"freemium-research-access","description":"Provides meaningful research capabilities without payment, making advanced literature discovery and organization tools accessible to students and independent researchers with limited budgets.","intents":["Access research tools without paying for a subscription","Try Iris.ai features before committing to paid plan","Conduct research on a student or independent researcher budget"],"best_for":["students","independent researchers","researchers with limited budgets","researchers evaluating the tool"],"limitations":["freemium tier has limited features compared to paid plans","may have usage limits or paper collection limits"],"requires":["free Iris.ai account"],"input_types":["research queries"],"output_types":["search results","basic workspace features"],"categories":["research","accessibility"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":43,"verified":false,"data_access_risk":"high","permissions":["access to Iris.ai platform","query describing research concept","collection of papers in workspace","time to learn visualization features","Iris.ai account","papers to organize","time investment in setup","comprehensive collection of papers in field","understanding of research landscape","papers from multiple domains in workspace"],"failure_modes":["limited to published academic papers only","effectiveness depends on training data availability in specific field","may miss preprints and grey literature","steep learning curve for optimal workspace organization","requires sufficient papers to create meaningful visualizations","limited to indexed published papers","steep learning curve for optimal organization","requires active management and curation","limited to papers indexed in Iris.ai","only identifies gaps in published literature","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.39999999999999997,"quality":0.77,"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":"2026-05-24T12:16:31.445Z","last_scraped_at":"2026-04-05T13:23:42.547Z","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=iris-ai","compare_url":"https://unfragile.ai/compare?artifact=iris-ai"}},"signature":"zMizEioSONQRiTWWTP8gnpyxFenXquzy3VQGhaeMYpLnF+nJzujxC50nbOwZEfU8PMy31crkYZ4JWuxkXEGYBg==","signedAt":"2026-06-20T19:34:17.781Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/iris-ai","artifact":"https://unfragile.ai/iris-ai","verify":"https://unfragile.ai/api/v1/verify?slug=iris-ai","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"}}