{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_guidenco","slug":"guidenco","name":"Guidenco","type":"product","url":"https://guidenco.com","page_url":"https://unfragile.ai/guidenco","categories":["app-builders"],"tags":[],"pricing":{"model":"free","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_guidenco__cap_0","uri":"capability://automation.workflow.unified.itinerary.creation.and.management","name":"unified-itinerary-creation-and-management","description":"Consolidates trip planning into a single dashboard where users create, organize, and modify multi-day itineraries without switching between external tools. The system likely uses a document-oriented data model (possibly NoSQL) to store itinerary structures with day-by-day activity slots, allowing real-time updates and collaborative editing through operational transformation or CRDT-based conflict resolution for concurrent user modifications.","intents":["I want to create a 5-day trip itinerary and organize activities by day without using multiple tabs or tools","I need to quickly rearrange activities across different days and see the full trip structure at a glance","I want my travel companions to see my itinerary updates instantly as I plan"],"best_for":["small travel groups (2-6 people) planning casual leisure trips","budget-conscious travelers who want free, friction-free planning","users prioritizing simplicity over algorithmic recommendations"],"limitations":["No integration with external calendar systems (Google Calendar, Outlook) — itinerary exists only within Guidenco","Likely lacks advanced constraint solving for multi-city routing optimization","No built-in conflict detection for double-booked activities or overlapping reservations","Collaborative editing may have eventual consistency delays in real-time sync"],"requires":["Web browser with JavaScript enabled","User account (free registration)","Internet connectivity for real-time sync"],"input_types":["text (activity names, descriptions, notes)","dates (trip start/end, activity times)","structured data (optional: location coordinates)"],"output_types":["structured itinerary (JSON or proprietary format)","shareable itinerary view (URL or export)","timeline visualization"],"categories":["automation-workflow","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_guidenco__cap_1","uri":"capability://search.retrieval.accommodation.research.and.comparison","name":"accommodation-research-and-comparison","description":"Enables users to search, filter, and compare lodging options (hotels, hostels, Airbnb equivalents) within the itinerary context. The platform likely aggregates data from multiple accommodation providers via API partnerships or web scraping, storing results in a searchable index with caching to reduce external API calls. Filtering likely uses faceted search (price range, amenities, location proximity, ratings) with client-side or server-side filtering depending on result set size.","intents":["I want to find and compare hotels in my destination city without leaving the itinerary view","I need to filter accommodations by price, star rating, and specific amenities (WiFi, kitchen, pool)","I want to see accommodation options mapped to specific days in my itinerary"],"best_for":["travelers who want accommodation research integrated with itinerary planning","budget travelers comparing prices across multiple properties","groups coordinating lodging for multi-city trips"],"limitations":["Limited third-party integrations — may not cover all booking platforms (Booking.com, Expedia, Hotels.com coverage unclear)","No real-time price monitoring or price-drop alerts","Likely lacks personalization based on user preferences or past bookings","Accommodation data freshness depends on API update frequency — may show stale availability or pricing","No direct booking integration — users must navigate to external sites to complete purchases"],"requires":["Web browser with JavaScript enabled","User account","Destination location (city or coordinates)","Travel dates"],"input_types":["text (destination city, accommodation type)","dates (check-in, check-out)","structured filters (price range, amenities, star rating)"],"output_types":["accommodation listings (name, price, rating, amenities, images)","comparison matrix (side-by-side property details)","mapped results (location on map)"],"categories":["search-retrieval","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_guidenco__cap_2","uri":"capability://automation.workflow.real.time.collaborative.itinerary.editing","name":"real-time-collaborative-itinerary-editing","description":"Enables multiple users to simultaneously view and edit a shared itinerary with live synchronization. The system likely implements operational transformation (OT) or conflict-free replicated data types (CRDTs) to handle concurrent edits without requiring explicit locking. Changes are broadcast via WebSocket connections to all connected clients, with a backend state store (possibly Redis for session state + persistent database) maintaining the authoritative itinerary version.","intents":["My travel group needs to add activities to our shared itinerary at the same time without conflicts","I want to see my friend's changes to the itinerary appear on my screen instantly","We need to coordinate who's booking what without overwriting each other's work"],"best_for":["small to medium travel groups (2-8 people) planning trips together","teams with distributed members coordinating across time zones","collaborative planning scenarios where real-time feedback improves decision-making"],"limitations":["Concurrent edit conflicts may result in unexpected merge behavior if OT/CRDT implementation is naive","No built-in conflict resolution UI — users may not understand why their edit was transformed","WebSocket connections require persistent network connectivity — offline editing likely not supported","Scalability unclear for large groups (10+ simultaneous editors) — may experience latency or sync failures","No audit trail or version history visible to users — can't easily revert to previous itinerary states","No granular permission controls — all collaborators likely have equal edit rights"],"requires":["Web browser with WebSocket support","Stable internet connection","Shared itinerary URL or invite link","User account for each collaborator"],"input_types":["text (activity descriptions, notes)","structured data (activity times, locations, participant assignments)","deletions (removing activities or days)"],"output_types":["updated itinerary state (broadcast to all clients)","change notifications (optional: activity added/modified/deleted alerts)","synchronized view (all users see identical itinerary)"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_guidenco__cap_3","uri":"capability://memory.knowledge.booking.management.and.tracking","name":"booking-management-and-tracking","description":"Provides a centralized dashboard to track and manage travel bookings (flights, hotels, activities) made through external platforms. The system likely stores booking references, confirmation numbers, and key details (dates, costs, cancellation policies) in a structured database, with optional email parsing or manual entry to populate booking records. May include reminders for upcoming bookings or check-in deadlines.","intents":["I want to see all my trip bookings (flight, hotel, activities) in one place without checking multiple confirmation emails","I need to track booking confirmation numbers and cancellation policies for my entire trip","I want reminders for check-in times, activity start times, and other booking deadlines"],"best_for":["travelers managing multiple bookings across different platforms","group travelers coordinating shared bookings and individual reservations","users who want a single source of truth for all trip-related reservations"],"limitations":["No direct integration with booking platforms (Expedia, Booking.com, Airbnb) — requires manual entry or email parsing","Email parsing may fail for non-standard confirmation formats, requiring manual data entry","No automatic price monitoring or rebooking alerts if prices drop","Cannot modify or cancel bookings directly — users must navigate to original booking platform","Limited support for non-English booking confirmations or regional booking platforms","No integration with airline or hotel loyalty programs"],"requires":["User account","Booking confirmation details (email, reference number, or manual entry)","Optional: email forwarding or integration (if email parsing is supported)"],"input_types":["text (confirmation emails, booking reference numbers)","structured data (booking dates, costs, provider names)","manual entry (if email parsing unavailable)"],"output_types":["booking dashboard (list of all reservations)","booking details (confirmation number, dates, costs, cancellation policy)","reminders (email or in-app notifications)","exportable booking summary (PDF or calendar format)"],"categories":["memory-knowledge","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_guidenco__cap_4","uri":"capability://automation.workflow.itinerary.sharing.and.export","name":"itinerary-sharing-and-export","description":"Enables users to share itineraries with non-registered users via shareable links or export itineraries to standard formats (PDF, ICS calendar, JSON). Sharing likely uses URL-based access tokens with optional read-only or edit permissions. Export functionality converts the itinerary data structure into portable formats, with PDF generation possibly using a headless browser or server-side rendering library.","intents":["I want to share my itinerary with travel companions who don't have Guidenco accounts","I need to export my itinerary as a PDF to print or share via email","I want to import my itinerary into Google Calendar so activities appear in my calendar"],"best_for":["travelers sharing plans with non-technical companions","users who want itinerary portability across tools","groups coordinating with members who prefer email or calendar-based planning"],"limitations":["Shared links may have limited expiration or access control — unclear if time-based or permission-based","PDF export likely static — changes to itinerary don't update exported PDFs","ICS calendar export may not preserve all itinerary details (notes, costs, booking info) — only dates and times","No two-way sync — importing itinerary into external tools doesn't sync changes back to Guidenco","Export formats may not preserve collaborative editing history or participant assignments"],"requires":["User account with itinerary created","Web browser for generating shareable links","Optional: email client or calendar app for receiving shared links"],"input_types":["itinerary data (activities, dates, locations, notes)","sharing preferences (read-only vs edit, expiration)"],"output_types":["shareable URL (with access token)","PDF file (printable itinerary)","ICS file (calendar-compatible format)","JSON export (raw itinerary data)"],"categories":["automation-workflow","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_guidenco__cap_5","uri":"capability://search.retrieval.location.based.activity.discovery","name":"location-based-activity-discovery","description":"Suggests activities, attractions, and points of interest based on itinerary locations and dates. The system likely uses a database of attractions (possibly sourced from Google Places, Wikipedia, or OpenStreetMap) indexed by location and category, with filtering by distance, rating, and user preferences. Recommendations may be rule-based (e.g., 'show museums near hotel') rather than ML-based due to the free tier constraints.","intents":["I want suggestions for things to do in my destination city that fit my itinerary dates","I need to find restaurants, museums, or outdoor activities near my hotel","I want to discover hidden gems or highly-rated attractions in the area"],"best_for":["travelers unfamiliar with destinations seeking activity ideas","users who want curated suggestions without extensive research","casual travelers prioritizing convenience over personalized recommendations"],"limitations":["Recommendations likely rule-based rather than ML-powered — lacks personalization based on user preferences or past trips","Activity database coverage may be sparse for lesser-known destinations or non-English regions","No integration with user reviews or social signals — recommendations based on aggregate ratings only","No real-time availability data for activities (e.g., museum hours, event schedules) — may suggest closed attractions","Limited filtering options compared to dedicated travel guides (Lonely Planet, Michelin Guide)","No cost estimation or booking integration for activities"],"requires":["Destination location (city or coordinates)","Travel dates (optional: for time-based activity filtering)","Internet connectivity for activity database queries"],"input_types":["location (city name or coordinates)","activity category (museums, restaurants, outdoor, etc.)","optional: user preferences (budget, duration, accessibility)"],"output_types":["activity list (name, category, rating, distance, description)","mapped results (activities plotted on map)","activity details (hours, address, contact, reviews)"],"categories":["search-retrieval","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_guidenco__cap_6","uri":"capability://image.visual.map.based.itinerary.visualization","name":"map-based-itinerary-visualization","description":"Displays itinerary activities and accommodations on an interactive map with route visualization between locations. The system likely uses a mapping library (Google Maps, Mapbox, or Leaflet) with custom markers for activities and accommodations, and optional route calculation using a routing API (Google Directions, OpenRouteService) to show travel paths between locations. Map state (zoom, center, selected markers) is likely synchronized with itinerary state.","intents":["I want to see all my activities and accommodations plotted on a map to understand the geographic flow of my trip","I need to visualize travel routes between locations to estimate transit times","I want to identify activities that are geographically clustered to optimize my daily schedule"],"best_for":["visual learners who prefer map-based planning over list views","travelers planning multi-city trips with complex routing","users optimizing daily schedules based on location proximity"],"limitations":["Route visualization may not account for actual travel modes (walking, driving, public transit) — shows straight-line or generic routing","No integration with public transit data — cannot show bus/train schedules or real-time delays","Map rendering may be slow for large itineraries (50+ activities) with many route lines","No optimization algorithms (TSP solver) to suggest optimal activity ordering — users must manually arrange","Offline map support likely unavailable — requires internet connectivity","Limited customization of map appearance or layer options"],"requires":["Web browser with WebGL or Canvas support for map rendering","Internet connectivity for map tiles and routing data","Itinerary with location data (addresses or coordinates)"],"input_types":["itinerary activities with locations (addresses or coordinates)","accommodation locations","optional: travel mode preferences (walking, driving, transit)"],"output_types":["interactive map (zoomable, pannable)","activity markers (clickable, with details popup)","route lines (between consecutive activities)","distance/duration estimates (for routes)"],"categories":["image-visual","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_guidenco__cap_7","uri":"capability://data.processing.analysis.trip.budget.tracking.and.estimation","name":"trip-budget-tracking-and-estimation","description":"Allows users to log expenses and estimate trip costs by category (accommodation, food, activities, transport). The system likely stores cost data in a structured format linked to itinerary items, with aggregation and categorization logic to compute total trip cost and per-day budgets. May include currency conversion for multi-country trips using real-time exchange rates or cached rates.","intents":["I want to track how much I'm spending on each category (food, activities, accommodation) during my trip","I need to estimate my total trip cost before booking to stay within budget","I want to split costs with travel companions and see who owes whom"],"best_for":["budget-conscious travelers monitoring spending","group travelers splitting costs fairly","users planning trips with fixed budgets"],"limitations":["No automatic expense import from credit cards or booking confirmations — requires manual entry","Currency conversion may use stale exchange rates if not updated in real-time","No integration with payment apps (Venmo, Splitwise) for settling group expenses","Limited expense categorization — may not support custom categories or sub-categories","No forecasting or spending alerts — cannot warn if user is exceeding budget","Cost splitting logic may be simplistic (equal split only) — no support for unequal contributions or itemized splits"],"requires":["User account","Itinerary with activities/accommodations (to link costs)","Manual expense entry or booking confirmation data"],"input_types":["expense amount (numeric)","expense category (accommodation, food, activities, transport, other)","currency (for multi-country trips)","optional: participant assignment (for group cost splitting)"],"output_types":["expense list (by date or category)","budget summary (total spent, remaining budget)","per-day breakdown (daily spending)","cost-per-person (for group trips)","currency-converted totals (for multi-country trips)"],"categories":["data-processing-analysis","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":37,"verified":false,"data_access_risk":"high","permissions":["Web browser with JavaScript enabled","User account (free registration)","Internet connectivity for real-time sync","User account","Destination location (city or coordinates)","Travel dates","Web browser with WebSocket support","Stable internet connection","Shared itinerary URL or invite link","User account for each collaborator"],"failure_modes":["No integration with external calendar systems (Google Calendar, Outlook) — itinerary exists only within Guidenco","Likely lacks advanced constraint solving for multi-city routing optimization","No built-in conflict detection for double-booked activities or overlapping reservations","Collaborative editing may have eventual consistency delays in real-time sync","Limited third-party integrations — may not cover all booking platforms (Booking.com, Expedia, Hotels.com coverage unclear)","No real-time price monitoring or price-drop alerts","Likely lacks personalization based on user preferences or past bookings","Accommodation data freshness depends on API update frequency — may show stale availability or pricing","No direct booking integration — users must navigate to external sites to complete purchases","Concurrent edit conflicts may result in unexpected merge behavior if OT/CRDT implementation is naive","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.2833333333333333,"quality":0.63,"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":"2026-05-24T12:16:30.893Z","last_scraped_at":"2026-04-05T13:23:42.562Z","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=guidenco","compare_url":"https://unfragile.ai/compare?artifact=guidenco"}},"signature":"kdDywzbQ9ZXne0qbkoNdvGyT9kmZJi0DuCnf2FsQ4DeqctY0sp77rDvEMaGIpLCWaM0LuXrZIJcTr1r6hf+wDg==","signedAt":"2026-06-21T07:54:43.533Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/guidenco","artifact":"https://unfragile.ai/guidenco","verify":"https://unfragile.ai/api/v1/verify?slug=guidenco","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"}}