{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_ohai-ai","slug":"ohai-ai","name":"Ohai.ai","type":"product","url":"https://www.ohai.ai","page_url":"https://unfragile.ai/ohai-ai","categories":["chatbots-assistants"],"tags":[],"pricing":{"model":"paid","free":false,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_ohai-ai__cap_0","uri":"capability://text.generation.language.natural.language.household.task.parsing.and.creation","name":"natural language household task parsing and creation","description":"Converts unstructured text messages into actionable household tasks by parsing natural language intent, extracting entities (items, assignees, deadlines), and creating structured task records without requiring explicit formatting. Uses NLP to disambiguate context (e.g., 'we're out of milk' → add milk to shopping list) and infer task type from conversational phrasing rather than requiring users to select categories or fill forms.","intents":["I want to add a chore without typing it into a form","I need the AI to understand 'we need groceries' and create a shopping list automatically","I want to assign tasks to family members by just mentioning their names in conversation"],"best_for":["Families accustomed to texting who resist structured task management interfaces","Households with low technical literacy where form-filling creates friction"],"limitations":["Ambiguous requests may require clarification (e.g., 'fix the sink' without specifying who should do it)","Context carryover across multiple messages may fail if conversation topic shifts rapidly","No support for complex conditional logic (e.g., 'do X if Y happens')"],"requires":["Active text/SMS connection or messaging app integration","Household members must use natural phrasing (system cannot learn custom syntax per family)"],"input_types":["plain text messages","conversational natural language"],"output_types":["structured task objects","shopping list entries","chore assignments"],"categories":["text-generation-language","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_ohai-ai__cap_1","uri":"capability://memory.knowledge.shared.household.context.memory.and.state.tracking","name":"shared household context memory and state tracking","description":"Maintains a persistent, queryable knowledge base of household state (who's responsible for what, current inventory, recurring patterns, family preferences) built from conversation history and task completion data. Uses retrieval-augmented generation to surface relevant context when processing new requests, enabling the AI to make informed decisions without re-asking questions (e.g., remembering that Sarah always handles grocery shopping).","intents":["I want the AI to remember that we're out of milk without me saying it every week","I need the system to know who typically handles which chores","I want the AI to understand our family's preferences and routines"],"best_for":["Multi-person households where coordination requires understanding individual roles and patterns","Families seeking to reduce repetitive communication overhead"],"limitations":["Context memory is not explicitly editable by users—corrections require conversational updates","No explicit conflict resolution when household members have contradictory preferences","Memory decay or staleness if household routines change without explicit notification to the AI"],"requires":["Continuous message history retention (privacy implications for data storage)","Vector database or embedding-based retrieval system for context lookup"],"input_types":["conversation history","task completion records","household member profiles"],"output_types":["contextual task suggestions","inferred assignees","household state summaries"],"categories":["memory-knowledge","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_ohai-ai__cap_10","uri":"capability://data.processing.analysis.household.budget.and.expense.tracking.via.conversation","name":"household budget and expense tracking via conversation","description":"Tracks household expenses mentioned in conversation (e.g., 'spent $50 on groceries') and maintains a budget ledger with optional categorization and spending alerts. Implements expense recognition from natural language mentions and can provide spending summaries or budget status updates when queried, without requiring users to manually log expenses in a separate app.","intents":["I want to log household expenses by mentioning them in text","I need to see how much we've spent on groceries this month","I want alerts when we're approaching our budget limit"],"best_for":["Families seeking to track household spending without dedicated budgeting apps","Households with shared expenses that need transparent tracking"],"limitations":["Expense recognition from natural language is error-prone (e.g., 'spent $50' without category context)","No integration with bank accounts or credit cards—all expenses must be manually mentioned","No support for splitting expenses between household members or reimbursement tracking"],"requires":["Expense entity recognition and amount extraction from conversational text","Category inference or explicit category tagging","Budget storage and calculation logic"],"input_types":["conversational expense mentions","natural language spending descriptions"],"output_types":["expense records","budget summaries","spending alerts"],"categories":["data-processing-analysis","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_ohai-ai__cap_2","uri":"capability://planning.reasoning.multi.person.task.coordination.and.assignment","name":"multi-person task coordination and assignment","description":"Orchestrates task distribution across household members by parsing natural language requests, inferring appropriate assignees based on historical patterns and stated preferences, and creating accountability through shared visibility. Implements a task routing system that can assign work based on availability signals, past responsibility, or explicit delegation without requiring manual assignment UI interactions.","intents":["I want to assign chores fairly without having to manually pick who does what","I need the AI to suggest who should handle a task based on who usually does it","I want everyone to see what's assigned to them without checking a separate app"],"best_for":["Families with 3+ members where manual coordination creates overhead","Households seeking to enforce fair task distribution and accountability"],"limitations":["Cannot enforce task completion—relies on family members' intrinsic motivation or external accountability","No built-in conflict resolution if multiple family members claim the same task","Assignment logic is opaque to users; no explainability for why the AI chose a particular assignee"],"requires":["All household members must be registered in the system with contact info","Messaging integration to notify assignees of new tasks"],"input_types":["natural language task requests","household member profiles","historical task completion data"],"output_types":["task assignments","notification messages to assignees","accountability reports"],"categories":["planning-reasoning","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_ohai-ai__cap_3","uri":"capability://data.processing.analysis.conversational.shopping.list.aggregation.and.management","name":"conversational shopping list aggregation and management","description":"Aggregates shopping items mentioned across multiple text conversations into a unified, deduplicated shopping list by recognizing item mentions in natural language (e.g., 'we're out of milk', 'need more pasta'), merging duplicates, and organizing by store section or priority. Implements fuzzy matching to detect when 'milk' and 'whole milk' refer to the same item, and allows users to update the list via continued conversation rather than explicit list editing.","intents":["I want to add items to a shopping list by just mentioning them in text","I need the AI to merge duplicate items when multiple people mention the same thing","I want to see the shopping list organized by store section without manually organizing it"],"best_for":["Families with multiple shoppers who currently use fragmented notes or group chats","Households seeking a single source of truth for grocery needs"],"limitations":["Fuzzy matching may incorrectly merge similar items (e.g., 'chicken' and 'chicken broth')","No integration with grocery store inventory or pricing data","Cannot track quantities or dietary restrictions without explicit user input"],"requires":["NLP-based item recognition and entity extraction","Deduplication logic with configurable similarity thresholds"],"input_types":["conversational text messages","item mentions in natural language"],"output_types":["structured shopping list","deduplicated item entries","organized by category or priority"],"categories":["data-processing-analysis","text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_ohai-ai__cap_4","uri":"capability://automation.workflow.recurring.task.scheduling.and.reminder.automation","name":"recurring task scheduling and reminder automation","description":"Detects recurring household tasks from conversation patterns (e.g., 'we always need milk on Sundays') and automatically schedules reminders or task creation on inferred cadences. Uses temporal reasoning to understand frequency mentions ('weekly', 'every other Thursday', 'monthly') and creates automated task generation without requiring users to set up recurring tasks explicitly.","intents":["I want the AI to remember that we need groceries every Sunday without me asking","I need reminders for chores that happen on a regular schedule","I want the system to automatically create tasks for recurring household needs"],"best_for":["Families with predictable, recurring household needs (groceries, cleaning, maintenance)","Households seeking to reduce the cognitive load of remembering routine tasks"],"limitations":["Requires explicit temporal language or pattern inference from history—cannot detect implicit patterns","No support for complex recurrence rules (e.g., 'second Tuesday of each month')","Cannot adapt to seasonal changes or one-off exceptions without explicit user override"],"requires":["Temporal reasoning module to parse frequency expressions","Scheduler or cron-like system to trigger task creation at specified intervals"],"input_types":["conversational mentions of recurring needs","temporal expressions (weekly, monthly, etc.)"],"output_types":["scheduled task creation events","reminder notifications","recurring task records"],"categories":["automation-workflow","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_ohai-ai__cap_5","uri":"capability://automation.workflow.household.accountability.and.completion.tracking","name":"household accountability and completion tracking","description":"Tracks task completion status across household members and surfaces accountability metrics (who completed tasks, who's behind, completion rates) through conversational queries. Implements a completion state machine (assigned → in-progress → completed) and allows users to update status via text (e.g., 'done with laundry') rather than clicking checkboxes, with optional notifications to other household members when tasks are completed.","intents":["I want to see who's completed their chores without opening an app","I need to mark a task done by just texting the AI","I want the system to notify the family when someone finishes a shared task"],"best_for":["Families seeking to enforce accountability for household responsibilities","Multi-person households where task visibility is critical for coordination"],"limitations":["No enforcement mechanism—system cannot compel task completion, only track it","Completion status relies on user self-reporting; no verification that work was actually done","No support for partial completion or progress tracking (binary complete/incomplete only)"],"requires":["Task state persistence and history tracking","Notification system to alert household members of status changes"],"input_types":["conversational completion confirmations","task status queries"],"output_types":["task completion records","accountability reports","status notifications"],"categories":["automation-workflow","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_ohai-ai__cap_6","uri":"capability://tool.use.integration.multi.channel.messaging.integration.and.unified.inbox","name":"multi-channel messaging integration and unified inbox","description":"Integrates with multiple messaging platforms (SMS, WhatsApp, iMessage, Slack, etc.) to provide a unified interface where household members can interact with the AI through their preferred communication channel. Routes all household coordination requests to a single backend system regardless of input channel, and broadcasts responses back through the same channel or to all household members depending on message type.","intents":["I want to text the AI from my phone without installing an app","I need the system to work with WhatsApp since that's how my family communicates","I want responses to go to the group chat, not just to me"],"best_for":["Families with diverse device ecosystems and communication preferences","Households already using group messaging apps (WhatsApp, iMessage) for coordination"],"limitations":["Message formatting may be lost across channels (e.g., rich text in Slack → plain text in SMS)","Channel-specific rate limits or API restrictions may cause delivery delays","No unified conversation history across channels—each channel maintains separate message threads"],"requires":["API integrations with each supported messaging platform","Message routing and normalization layer to handle channel-specific formats","Authentication and permission management for each channel"],"input_types":["SMS messages","WhatsApp messages","iMessage","Slack messages","other messaging app APIs"],"output_types":["responses routed to originating channel","broadcast messages to all household members","channel-specific formatted responses"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_ohai-ai__cap_7","uri":"capability://memory.knowledge.family.preference.learning.and.personalization","name":"family preference learning and personalization","description":"Learns household-specific preferences, dietary restrictions, communication styles, and task preferences from conversation history and explicit user input, then personalizes task suggestions, reminders, and responses accordingly. Implements user profiles that capture individual preferences (e.g., Sarah prefers morning reminders, John is vegetarian) and uses these to tailor system behavior without requiring explicit configuration.","intents":["I want the AI to know that I prefer morning reminders, not evening ones","I need the system to remember that we're vegetarian when suggesting meals","I want personalized task suggestions based on my preferences and history"],"best_for":["Families seeking a personalized experience that adapts to individual preferences","Households with diverse needs (dietary restrictions, work schedules, communication preferences)"],"limitations":["Preference learning requires sufficient conversation history—new family members may not get personalized behavior initially","No explicit preference editing interface; users must update preferences through conversation","Preference conflicts between household members are not automatically resolved"],"requires":["User profile storage with preference attributes","Preference inference logic from conversation patterns","Personalization rules engine to apply preferences to task suggestions and reminders"],"input_types":["conversation history","explicit preference statements","task completion patterns"],"output_types":["personalized task suggestions","preference-aware reminders","customized responses"],"categories":["memory-knowledge","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_ohai-ai__cap_8","uri":"capability://search.retrieval.conversational.query.and.reporting.on.household.state","name":"conversational query and reporting on household state","description":"Allows household members to query the system conversationally to understand current household state (e.g., 'what's on the shopping list?', 'who's responsible for laundry?', 'what do I need to do today?'). Implements a natural language query interface that translates conversational questions into structured queries against the household task and state database, returning human-readable summaries rather than raw data.","intents":["I want to ask 'what's on the shopping list?' and get a text response","I need to know what chores I'm responsible for without opening an app","I want to see a summary of what needs to be done this week"],"best_for":["Families seeking quick access to household information without app navigation","Households with members who prefer conversational interfaces to dashboards"],"limitations":["Query results are text-based summaries; no rich visualization or filtering options","Complex queries (e.g., 'show me tasks assigned to John that are overdue and related to cleaning') may require multiple clarification rounds","No support for custom report generation or scheduled reporting"],"requires":["Natural language query understanding and translation to structured queries","Query execution against household state database","Response generation and summarization"],"input_types":["conversational questions","natural language queries"],"output_types":["text summaries","task lists","household state reports"],"categories":["search-retrieval","text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_ohai-ai__cap_9","uri":"capability://tool.use.integration.household.event.and.calendar.coordination","name":"household event and calendar coordination","description":"Integrates with household calendars (Google Calendar, Apple Calendar, Outlook) to understand availability and schedule-dependent tasks, and allows users to coordinate events through conversational requests (e.g., 'schedule a family dinner for when everyone's free'). Uses calendar data to infer availability windows and suggest optimal times for household activities without requiring manual scheduling.","intents":["I want to schedule a family activity when everyone is available","I need the AI to check calendars before assigning time-sensitive tasks","I want to coordinate grocery shopping based on when people are home"],"best_for":["Busy families with complex, overlapping schedules","Households seeking to coordinate activities around individual availability"],"limitations":["Requires calendar access permissions from all household members—privacy concerns may limit adoption","Cannot detect availability from calendar alone (busy blocks don't indicate actual free time)","No support for calendar-based task dependencies (e.g., 'do laundry before the dinner party')"],"requires":["Calendar API integrations (Google Calendar, Apple Calendar, Outlook, etc.)","OAuth authentication and permission management for calendar access","Availability inference logic to identify free time windows"],"input_types":["calendar data from integrated services","conversational event requests"],"output_types":["suggested event times","calendar invitations","availability-aware task assignments"],"categories":["tool-use-integration","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":40,"verified":false,"data_access_risk":"high","permissions":["Active text/SMS connection or messaging app integration","Household members must use natural phrasing (system cannot learn custom syntax per family)","Continuous message history retention (privacy implications for data storage)","Vector database or embedding-based retrieval system for context lookup","Expense entity recognition and amount extraction from conversational text","Category inference or explicit category tagging","Budget storage and calculation logic","All household members must be registered in the system with contact info","Messaging integration to notify assignees of new tasks","NLP-based item recognition and entity extraction"],"failure_modes":["Ambiguous requests may require clarification (e.g., 'fix the sink' without specifying who should do it)","Context carryover across multiple messages may fail if conversation topic shifts rapidly","No support for complex conditional logic (e.g., 'do X if Y happens')","Context memory is not explicitly editable by users—corrections require conversational updates","No explicit conflict resolution when household members have contradictory preferences","Memory decay or staleness if household routines change without explicit notification to the AI","Expense recognition from natural language is error-prone (e.g., 'spent $50' without category context)","No integration with bank accounts or credit cards—all expenses must be manually mentioned","No support for splitting expenses between household members or reimbursement tracking","Cannot enforce task completion—relies on family members' intrinsic motivation or external accountability","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.31666666666666665,"quality":0.72,"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":"2026-05-24T12:16:31.859Z","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=ohai-ai","compare_url":"https://unfragile.ai/compare?artifact=ohai-ai"}},"signature":"RC3CwehMwtGbJkcraahuA/jPAxdoNA2k6vP0nFCf2LAty5H6N6AJtna4zsGghqMXt5spx30G8YrmZxXlbwFgCQ==","signedAt":"2026-06-21T05:09:43.800Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/ohai-ai","artifact":"https://unfragile.ai/ohai-ai","verify":"https://unfragile.ai/api/v1/verify?slug=ohai-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"}}