{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_mr-cook","slug":"mr-cook","name":"Mr. Cook","type":"product","url":"https://www.mrcook.app","page_url":"https://unfragile.ai/mr-cook","categories":["app-builders"],"tags":[],"pricing":{"model":"free","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_mr-cook__cap_0","uri":"capability://text.generation.language.ingredient.list.to.recipe.generation","name":"ingredient-list-to-recipe-generation","description":"Transforms unstructured ingredient lists into complete recipe instructions using a generative LLM backend (likely GPT-3.5 or similar). The system accepts free-form text input of available ingredients, processes them through a prompt engineering pipeline that constrains output to recipe format, and returns structured meal suggestions with cooking steps. No ingredient quantity normalization or validation occurs — recipes are generated directly from raw input without intermediate parsing or semantic ingredient matching.","intents":["I have random ingredients in my pantry and want meal ideas without manually searching recipe sites","I want to reduce food waste by using what I already have at home","I need quick meal inspiration without spending time browsing multiple recipe platforms"],"best_for":["Budget-conscious home cooks with basic cooking skills","Users seeking rapid meal inspiration without precision requirements","Individuals wanting to minimize food waste from existing pantry stock"],"limitations":["AI-generated recipes lack culinary validation — may produce incoherent cooking sequences or ingredient mismatches","No ingredient quantity specifications returned — users must estimate portions independently","Recipes generated without consideration of ingredient freshness, shelf-life, or storage state","No semantic understanding of ingredient substitutions or regional cuisine constraints"],"requires":["Internet connection for LLM API calls","Web browser with modern JavaScript support","Ability to type or paste ingredient names in English"],"input_types":["plain text (comma-separated or line-separated ingredient lists)","unstructured natural language descriptions of available ingredients"],"output_types":["plain text recipe with ingredients and cooking steps","unstructured narrative format without structured data markup"],"categories":["text-generation-language","meal-planning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_mr-cook__cap_1","uri":"capability://data.processing.analysis.freeform.ingredient.parsing","name":"freeform-ingredient-parsing","description":"Accepts ingredient input in multiple unstructured formats (comma-separated lists, line breaks, natural language phrases) and passes them directly to the LLM without preprocessing or normalization. The system does not perform ingredient entity extraction, quantity parsing, or semantic canonicalization — it relies entirely on the LLM's ability to understand raw user input and infer cooking context. This approach minimizes latency but sacrifices precision in ingredient recognition and standardization.","intents":["I want to quickly paste a shopping list or pantry inventory without formatting it properly","I need to describe ingredients in casual language without worrying about exact names or quantities","I want to avoid learning a specific input syntax or structured format"],"best_for":["Non-technical users unfamiliar with structured data entry","Mobile users seeking minimal friction in ingredient input","Users with diverse ingredient naming conventions or regional terminology"],"limitations":["No validation of ingredient names — misspellings or regional variants may be misinterpreted","Quantity information is ignored — recipes cannot adapt portion sizes based on input amounts","No disambiguation of ambiguous ingredients (e.g., 'apple' as fruit vs apple cider vinegar)","Ingredient synonyms and substitutions are not normalized, leading to potential duplication in recipe suggestions"],"requires":["Web browser with text input support","Basic English language proficiency for ingredient naming"],"input_types":["plain text (any formatting)","natural language descriptions"],"output_types":["LLM-interpreted ingredient list (internal representation only)"],"categories":["data-processing-analysis","natural-language-understanding"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_mr-cook__cap_2","uri":"capability://text.generation.language.recipe.output.formatting","name":"recipe-output-formatting","description":"Formats LLM-generated recipe content into human-readable text output with implicit structure (ingredients section, cooking steps section, optional notes). The system does not return structured JSON, XML, or markdown — output is plain text with line breaks and natural language formatting. No schema validation, nutritional metadata, or machine-readable markup is applied to the output, making recipes difficult to parse programmatically or integrate with meal-planning tools.","intents":["I want to read a recipe in a simple, familiar format without technical markup","I need to quickly copy-paste recipe text into a notes app or messaging platform","I want to print or screenshot the recipe without dealing with HTML rendering"],"best_for":["Users preferring plain-text consumption over structured data","Mobile users wanting simple copy-paste functionality","Users without technical knowledge of recipe data formats"],"limitations":["No structured data export — recipes cannot be imported into meal-planning apps or recipe managers","No nutritional information, allergen tags, or dietary classification in output","Cooking times and temperatures are embedded in narrative text, not extracted as machine-readable fields","No ingredient quantities or serving sizes specified — users must infer portions from context","No recipe metadata (cuisine type, difficulty level, prep time) available for filtering or sorting"],"requires":["Web browser capable of displaying plain text","No special software or parsing libraries needed"],"input_types":["LLM-generated recipe content (internal)"],"output_types":["plain text with line breaks","unstructured narrative format"],"categories":["text-generation-language","output-formatting"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_mr-cook__cap_3","uri":"capability://automation.workflow.stateless.recipe.generation.session","name":"stateless-recipe-generation-session","description":"Each recipe generation request is processed independently without maintaining user session state, recipe history, or preference memory. The system does not track previous ingredient inputs, generated recipes, or user feedback — every request is treated as a fresh, isolated interaction with the LLM. This stateless architecture eliminates the need for user accounts, persistent storage, or session management, but prevents personalization and recipe refinement across multiple interactions.","intents":["I want to generate recipes without creating an account or logging in","I need quick, one-off recipe suggestions without building a personal recipe collection","I want to use the tool anonymously without tracking or data retention concerns"],"best_for":["Privacy-conscious users avoiding account creation","Casual users seeking single-use recipe inspiration","Users on public or shared devices who don't want persistent login state"],"limitations":["No recipe history — users cannot revisit or refine previous suggestions","No personalization — the system cannot learn user preferences or dietary restrictions over time","No saved recipes or favorites — users must manually store recipes externally","No cross-session context — each request lacks awareness of previous ingredient inputs or user feedback","No ability to rate or provide feedback on recipes for quality improvement"],"requires":["No user account or authentication","No cookies or local storage required (though may be used for analytics)"],"input_types":["ingredient list (per-request only)"],"output_types":["recipe text (not persisted)"],"categories":["automation-workflow","session-management"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_mr-cook__cap_4","uri":"capability://text.generation.language.dietary.restriction.agnostic.generation","name":"dietary-restriction-agnostic-generation","description":"The recipe generation pipeline does not filter, validate, or constrain output based on dietary restrictions, allergies, or cuisine preferences. The LLM generates recipes without awareness of vegan, keto, gluten-free, nut-free, or other dietary requirements — users must manually review generated recipes and filter out unsuitable suggestions. No pre-generation filtering, post-generation validation, or user preference storage exists to enforce dietary constraints.","intents":["I want to generate recipes without specifying dietary restrictions upfront","I need recipes that work for my household with mixed dietary needs","I want to see all possible recipe options without pre-filtering"],"best_for":["Users without specific dietary restrictions or allergies","Households with flexible, omnivorous diets","Users willing to manually filter recipes post-generation"],"limitations":["No vegan, vegetarian, keto, paleo, or other diet-specific filtering available","No allergen detection or avoidance — recipes may contain nuts, shellfish, dairy, gluten without warning","No cuisine preference filtering — users cannot request specific regional cuisines","Users with allergies must manually review every recipe for safety","No dietary constraint specification in input — system cannot adapt recipes to user needs","Recipes may suggest ingredients incompatible with religious or ethical dietary practices"],"requires":["User manual review of recipes for dietary compatibility","External knowledge of personal allergies and dietary restrictions"],"input_types":["ingredient list (no dietary preference input)"],"output_types":["recipes without dietary labels or allergen information"],"categories":["text-generation-language","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_mr-cook__cap_5","uri":"capability://text.generation.language.zero.nutritional.metadata.output","name":"zero-nutritional-metadata-output","description":"Generated recipes contain no nutritional information, caloric content, macronutrient breakdowns, or ingredient quantity specifications. The system does not calculate or estimate nutrition facts, does not reference nutritional databases, and does not include serving size guidance. Recipes are returned as narrative cooking instructions without any quantitative nutritional context, requiring users to estimate nutrition independently or use external tools for analysis.","intents":["I want quick recipe ideas without needing detailed nutritional analysis","I need recipes for casual meal planning without calorie tracking","I want to avoid the complexity of nutritional data entry"],"best_for":["Users not tracking calories or macronutrients","Casual meal planning without fitness or health goals","Users seeking simplicity over nutritional precision"],"limitations":["No caloric content provided — users cannot track daily calorie intake","No macronutrient breakdown (protein, carbs, fat) — unsuitable for fitness or medical dietary goals","No serving size specification — users must guess portion sizes","No ingredient quantities — recipes lack precision for nutritional calculation","No allergen or ingredient sourcing information — users cannot verify ingredient safety","Incompatible with nutrition-tracking apps like MyFitnessPal or Cronometer"],"requires":["External nutrition calculator if nutritional analysis is needed","User estimation of portion sizes and ingredient quantities"],"input_types":["ingredient list"],"output_types":["recipe text without nutritional metadata"],"categories":["text-generation-language","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_mr-cook__cap_6","uri":"capability://automation.workflow.web.based.ui.recipe.interaction","name":"web-based-ui-recipe-interaction","description":"Provides a browser-based interface for ingredient input and recipe display with minimal UI complexity. The interface consists of a text input field for ingredients, a submit button, and a text output area for recipe results. No advanced UI features (filters, sorting, saved recipes, recipe cards, nutritional panels) are implemented — interaction is limited to input submission and result viewing. The UI is optimized for mobile and desktop browsers without native app distribution.","intents":["I want to access the recipe generator from any device with a web browser","I need a simple, distraction-free interface without complex navigation","I want to use the tool without installing an app or software"],"best_for":["Users preferring web-based tools over native apps","Mobile users seeking lightweight, responsive interfaces","Users on shared or public devices avoiding app installation"],"limitations":["No offline functionality — requires active internet connection","No native app features (push notifications, home screen shortcuts, background processing)","No local caching of recipes — recipes are not persisted between sessions","Limited UI customization — users cannot adjust font sizes, color schemes, or layout preferences","No advanced filtering or sorting UI controls","Mobile experience may be suboptimal on small screens without responsive design optimization"],"requires":["Modern web browser (Chrome, Firefox, Safari, Edge)","JavaScript enabled in browser","Active internet connection","Screen size minimum ~320px width for mobile usability"],"input_types":["text input via HTML form"],"output_types":["HTML-rendered text output"],"categories":["automation-workflow","user-interface"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":39,"verified":false,"data_access_risk":"low","permissions":["Internet connection for LLM API calls","Web browser with modern JavaScript support","Ability to type or paste ingredient names in English","Web browser with text input support","Basic English language proficiency for ingredient naming","Web browser capable of displaying plain text","No special software or parsing libraries needed","No user account or authentication","No cookies or local storage required (though may be used for analytics)","User manual review of recipes for dietary compatibility"],"failure_modes":["AI-generated recipes lack culinary validation — may produce incoherent cooking sequences or ingredient mismatches","No ingredient quantity specifications returned — users must estimate portions independently","Recipes generated without consideration of ingredient freshness, shelf-life, or storage state","No semantic understanding of ingredient substitutions or regional cuisine constraints","No validation of ingredient names — misspellings or regional variants may be misinterpreted","Quantity information is ignored — recipes cannot adapt portion sizes based on input amounts","No disambiguation of ambiguous ingredients (e.g., 'apple' as fruit vs apple cider vinegar)","Ingredient synonyms and substitutions are not normalized, leading to potential duplication in recipe suggestions","No structured data export — recipes cannot be imported into meal-planning apps or recipe managers","No nutritional information, allergen tags, or dietary classification in output","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.31666666666666665,"quality":0.67,"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":"2026-05-24T12:16:31.858Z","last_scraped_at":"2026-04-05T13:23:42.560Z","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=mr-cook","compare_url":"https://unfragile.ai/compare?artifact=mr-cook"}},"signature":"BALIhV8zmbXkEpA6+L34FNwdQbUyQS5aJvjb0nE6zkf462eGU5D8/NqF0VSLxxXNfUWiqzQ1erqRSYutI63BCA==","signedAt":"2026-06-22T03:56:54.922Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/mr-cook","artifact":"https://unfragile.ai/mr-cook","verify":"https://unfragile.ai/api/v1/verify?slug=mr-cook","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"}}