{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_mental-models-ai","slug":"mental-models-ai","name":"Mental Models AI","type":"product","url":"https://learnmentalmodels.co","page_url":"https://unfragile.ai/mental-models-ai","categories":["chatbots-assistants"],"tags":[],"pricing":{"model":"paid","free":false,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_mental-models-ai__cap_0","uri":"capability://education.real.time.cognitive.bias.detection.in.decision.scenarios","name":"real-time cognitive bias detection in decision scenarios","description":"Analyzes user-described decisions or dilemmas to identify specific cognitive biases (anchoring, availability bias, confirmation bias, etc.) that may be influencing judgment. Provides immediate feedback on which mental model blindspots are present in the user's thinking.","intents":["I want to understand what biases are affecting my current decision","Help me spot my blind spots before I make an important choice","Show me which mental models I'm neglecting in this situation"],"best_for":["executives","investors","strategic decision-makers","professionals in high-stakes roles"],"limitations":["Requires user to articulate their decision context clearly","May miss subtle biases not explicitly mentioned","Effectiveness depends on user's willingness to accept feedback"],"requires":["Clear description of decision scenario or dilemma","User openness to bias recognition"],"input_types":["natural language text describing a decision or problem"],"output_types":["structured bias analysis with specific bias identifications and explanations"],"categories":["education","productivity","decision-making"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_mental-models-ai__cap_1","uri":"capability://education.personalized.mental.model.coaching","name":"personalized mental model coaching","description":"Provides AI-driven coaching that adapts to individual thinking patterns, learning pace, and identified blind spots. Coaches users through decision frameworks specific to their recurring decision-making challenges.","intents":["I want a coach who understands my specific thinking patterns and weaknesses","Help me apply mental models to decisions I actually face","Guide me through better decision-making frameworks tailored to my situation"],"best_for":["professionals seeking personalized learning","individuals with specific decision-making challenges","learners who benefit from adaptive feedback"],"limitations":["Coaching quality depends on user engagement and honesty","May not replace human mentorship for complex organizational decisions","Requires multiple interactions to build accurate user profile"],"requires":["User participation in coaching sessions","Willingness to share decision contexts","Multiple interactions for personalization to develop"],"input_types":["natural language descriptions of decisions, questions, and feedback on coaching"],"output_types":["personalized coaching guidance, framework recommendations, follow-up questions"],"categories":["education","coaching","productivity"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_mental-models-ai__cap_2","uri":"capability://education.mental.model.framework.recommendation","name":"mental model framework recommendation","description":"Suggests specific mental models and decision-making frameworks relevant to the user's described situation. Matches decision contexts to appropriate frameworks (e.g., first-principles thinking for product decisions, expected value for financial decisions).","intents":["What mental model should I use for this type of decision?","Recommend a framework that applies to my situation","Which thinking tools would help me approach this problem better?"],"best_for":["learners new to mental models","professionals seeking structured decision frameworks","anyone wanting to expand their decision-making toolkit"],"limitations":["Recommendations are only as good as the context provided","May suggest multiple frameworks without clear prioritization","Doesn't guarantee framework will be correctly applied"],"requires":["Description of decision type or business context","Understanding of what mental models are"],"input_types":["natural language description of decision or problem type"],"output_types":["list of recommended mental models with brief explanations of applicability"],"categories":["education","decision-making"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_mental-models-ai__cap_3","uri":"capability://education.decision.quality.assessment.and.feedback","name":"decision quality assessment and feedback","description":"Evaluates the quality of user decisions based on decision-making process, framework application, and bias mitigation. Provides structured feedback on how well the user applied mental models and identified potential flaws in reasoning.","intents":["How good is my decision-making process for this choice?","Did I apply the mental model correctly?","What could I have done better in my reasoning?"],"best_for":["professionals seeking to improve decision quality","learners wanting feedback on their thinking","individuals committed to deliberate practice in decision-making"],"limitations":["Assessment is retrospective and can't change past decisions","Quality depends on how thoroughly user explains their decision process","May not account for external factors beyond user's control"],"requires":["Detailed explanation of decision and reasoning process","Willingness to receive critical feedback"],"input_types":["natural language description of decision made and reasoning used"],"output_types":["structured feedback on decision quality, process assessment, improvement suggestions"],"categories":["education","productivity","feedback"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_mental-models-ai__cap_4","uri":"capability://education.interactive.mental.model.learning.scenarios","name":"interactive mental model learning scenarios","description":"Presents realistic decision scenarios and dilemmas where users can practice applying mental models in context. Provides interactive feedback on user choices and reasoning, creating experiential learning opportunities.","intents":["I want to practice using mental models in realistic situations","Show me how to apply these frameworks to real problems","Let me learn by doing, not just reading about mental models"],"best_for":["experiential learners","professionals wanting practical application","users who learn better through scenarios than theory"],"limitations":["Scenarios may be simplified compared to real-world complexity","Learning transfer to actual decisions is not guaranteed","Requires active engagement and reflection"],"requires":["User willingness to engage with scenarios","Time commitment for interactive exercises"],"input_types":["user choices and reasoning in response to scenario prompts"],"output_types":["scenario outcomes, feedback on choices, learning insights"],"categories":["education","interactive-learning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_mental-models-ai__cap_5","uri":"capability://education.cognitive.bias.library.and.reference","name":"cognitive bias library and reference","description":"Provides accessible explanations and definitions of specific cognitive biases, including how they manifest, their impact on decisions, and strategies to mitigate them. Functions as an on-demand reference for understanding bias concepts.","intents":["What exactly is anchoring bias and how does it affect me?","I want to understand the different types of cognitive biases","How can I protect myself against a specific bias?"],"best_for":["learners building foundational knowledge of biases","professionals wanting quick reference material","anyone seeking to understand bias concepts"],"limitations":["Reference material alone doesn't change behavior","May be overwhelming with too many biases listed","Understanding biases doesn't automatically prevent them"],"requires":["User interest in learning about cognitive biases"],"input_types":["queries about specific biases or bias categories"],"output_types":["bias definitions, explanations, examples, mitigation strategies"],"categories":["education","reference"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_mental-models-ai__cap_6","uri":"capability://education.decision.journaling.and.reflection.prompts","name":"decision journaling and reflection prompts","description":"Guides users through structured reflection on their decisions using prompts that encourage deeper thinking about reasoning, assumptions, and outcomes. Creates a record of decision-making patterns over time.","intents":["I want to reflect on my decision-making process","Help me think through what I could have done differently","Show me patterns in how I make decisions"],"best_for":["reflective learners","professionals committed to continuous improvement","individuals wanting to track decision-making patterns"],"limitations":["Requires consistent user participation for pattern recognition","Reflection alone doesn't guarantee behavior change","May surface uncomfortable truths about decision patterns"],"requires":["User willingness to reflect honestly","Regular engagement with journaling prompts"],"input_types":["user responses to reflection prompts about decisions"],"output_types":["structured journal entries, pattern analysis, insights about decision-making habits"],"categories":["education","productivity","reflection"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_mental-models-ai__cap_7","uri":"capability://education.comparative.mental.model.analysis","name":"comparative mental model analysis","description":"Analyzes how different mental models would approach the same decision or problem, showing trade-offs and different perspectives. Helps users understand when to apply different frameworks and how they complement each other.","intents":["How would different mental models approach this problem?","What are the trade-offs between different frameworks?","Which perspective am I missing by using only one mental model?"],"best_for":["advanced learners wanting deeper understanding","strategic thinkers seeking multiple perspectives","professionals making complex decisions"],"limitations":["Comparing many frameworks simultaneously can be cognitively overwhelming","May not clearly indicate which framework is best for specific situation","Requires understanding of multiple mental models"],"requires":["Description of decision or problem","User familiarity with at least some mental models"],"input_types":["decision scenario or problem description"],"output_types":["comparative analysis of multiple mental models, trade-offs, perspective differences"],"categories":["education","decision-making"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":44,"verified":false,"data_access_risk":"low","permissions":["Clear description of decision scenario or dilemma","User openness to bias recognition","User participation in coaching sessions","Willingness to share decision contexts","Multiple interactions for personalization to develop","Description of decision type or business context","Understanding of what mental models are","Detailed explanation of decision and reasoning process","Willingness to receive critical feedback","User willingness to engage with scenarios"],"failure_modes":["Requires user to articulate their decision context clearly","May miss subtle biases not explicitly mentioned","Effectiveness depends on user's willingness to accept feedback","Coaching quality depends on user engagement and honesty","May not replace human mentorship for complex organizational decisions","Requires multiple interactions to build accurate user profile","Recommendations are only as good as the context provided","May suggest multiple frameworks without clear prioritization","Doesn't guarantee framework will be correctly applied","Assessment is retrospective and can't change past decisions","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.39999999999999997,"quality":0.77,"ecosystem":0.25,"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":"2026-05-24T12:16:31.857Z","last_scraped_at":"2026-04-05T13:23:42.546Z","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=mental-models-ai","compare_url":"https://unfragile.ai/compare?artifact=mental-models-ai"}},"signature":"uBLic4kBb5x6clyQNL8vA5Qw52zE0VI7hk16Mv3xeoZ1+zL3kBYTAvwtbesVa5W7QToTjM9pXctRhYKvQ8rpAg==","signedAt":"2026-06-21T17:24:04.569Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/mental-models-ai","artifact":"https://unfragile.ai/mental-models-ai","verify":"https://unfragile.ai/api/v1/verify?slug=mental-models-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"}}