{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_inca-fm","slug":"inca-fm","name":"Inca.fm","type":"product","url":"https://www.inca.fm","page_url":"https://unfragile.ai/inca-fm","categories":["chatbots-assistants"],"tags":[],"pricing":{"model":"free","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_inca-fm__cap_0","uri":"capability://text.generation.language.destination.aware.conversational.inquiry.system","name":"destination-aware conversational inquiry system","description":"Processes natural language questions about geographic locations and destinations, routing them through a language model fine-tuned or prompted to adopt a tour guide persona. The system maintains conversational context across multiple turns, allowing users to ask follow-up questions and receive contextually-aware responses that reference previous exchanges. Implementation likely uses a retrieval-augmented generation (RAG) pipeline that grounds responses in destination-specific knowledge bases, combined with prompt engineering to enforce the tour guide communication style and tone.","intents":["I want to ask natural questions about a destination and get personalized insights as if talking to a local guide","I need to discover hidden gems and local tips about a place that aren't in typical travel guides","I want to have a back-and-forth conversation to clarify details about a destination without reading static content"],"best_for":["individual travelers researching destinations before booking","backpackers seeking authentic local insights and off-the-beaten-path recommendations","curious explorers wanting conversational discovery over structured travel content"],"limitations":["No persistent conversation storage — sessions are not saved between visits, limiting ability to reference previous research","Responses are informational only and may contain hallucinations or outdated information since real-time data validation is not mentioned","No integration with current pricing, availability, or booking systems, making responses potentially stale for time-sensitive travel details","Conversational context window is likely bounded by token limits, preventing very long multi-turn discussions"],"requires":["Web browser with JavaScript enabled","Internet connection to reach inca.fm servers","No authentication or API key required for free tier"],"input_types":["natural language text queries","destination names or geographic references","follow-up questions and clarifications"],"output_types":["natural language text responses","conversational narratives mimicking tour guide speech patterns","structured information embedded in conversational prose"],"categories":["text-generation-language","search-retrieval"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_inca-fm__cap_1","uri":"capability://memory.knowledge.multi.destination.knowledge.base.retrieval","name":"multi-destination knowledge base retrieval","description":"Maintains or accesses a comprehensive indexed knowledge base covering thousands of global destinations, with the ability to retrieve relevant information snippets based on user queries. The retrieval mechanism likely uses semantic search (embedding-based similarity matching) or keyword indexing to surface destination-specific facts, cultural details, travel tips, and local insights. This knowledge base is queried in real-time during conversation to ground responses and prevent purely hallucinated content, though the exact update frequency and data sources are not disclosed.","intents":["I want to ask about any destination in the world and receive accurate, destination-specific information","I need to find lesser-known details about a place that general search engines might not surface","I want to explore multiple destinations conversationally without switching between different tools or websites"],"best_for":["travelers exploring unfamiliar or niche destinations with limited existing travel content","users seeking comprehensive destination knowledge without manually aggregating multiple sources","developers building travel applications who want a conversational knowledge API"],"limitations":["Knowledge base freshness is unknown — no indication of update frequency or data recency for time-sensitive information like events or infrastructure changes","Coverage depth likely varies by destination popularity; obscure locations may have sparse or generic information","No ability to cite sources or provide references for retrieved information, limiting fact-checking and trust verification","Retrieval quality depends on query formulation; ambiguous or poorly-phrased questions may return irrelevant destination data"],"requires":["Web browser with JavaScript enabled","Internet connection to query remote knowledge base","No local data download or offline access available"],"input_types":["destination names (cities, regions, countries, landmarks)","natural language queries about specific aspects of destinations","follow-up clarifications and contextual refinements"],"output_types":["destination-specific facts and information","cultural and historical context","travel tips and practical advice","local insights and recommendations"],"categories":["memory-knowledge","search-retrieval"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_inca-fm__cap_2","uri":"capability://text.generation.language.tour.guide.persona.conversation.management","name":"tour guide persona conversation management","description":"Implements a conversational agent that maintains a consistent tour guide persona across multiple turns of dialogue, using prompt engineering or fine-tuning to enforce specific communication patterns, tone, and expertise framing. The system tracks conversation history and injects it into each LLM prompt to ensure responses reference previous exchanges and build on prior context. This persona layer abstracts away the underlying LLM's generic nature and creates the illusion of interacting with a knowledgeable, personable travel expert rather than a generic AI assistant.","intents":["I want to feel like I'm talking to a real tour guide, not a generic chatbot or search engine","I need responses that are personable, engaging, and use conversational language rather than formal or robotic phrasing","I want the AI to remember what I've asked before and build on previous answers in a natural way"],"best_for":["users who value engagement and personality in travel research tools","travelers seeking an entertaining and immersive pre-trip research experience","casual explorers who prefer conversational discovery over structured travel planning"],"limitations":["Persona consistency may degrade in very long conversations as context window fills and older exchanges are dropped","The tour guide persona may occasionally conflict with factual accuracy if the persona layer overrides knowledge base information","No ability to switch personas or customize the guide's expertise level or communication style","Persona-driven responses may be less suitable for users seeking concise, factual information without narrative framing"],"requires":["Web browser with JavaScript enabled","Internet connection to reach inca.fm servers","No special configuration or persona customization available"],"input_types":["natural language conversational queries","follow-up questions and clarifications","implicit context from previous turns"],"output_types":["natural language responses in tour guide voice","conversational narratives with personality and engagement","contextually-aware follow-ups that reference prior exchanges"],"categories":["text-generation-language","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_inca-fm__cap_3","uri":"capability://automation.workflow.stateless.conversational.session.handling","name":"stateless conversational session handling","description":"Manages individual conversation sessions without persistent storage, treating each user interaction as an independent exchange or short-lived conversation thread. The system maintains conversation context in memory during an active session (allowing multi-turn dialogue), but does not save conversations to a database or user account. Each new session starts fresh with no memory of previous interactions, and conversations are lost when the session ends or the user closes the browser. This stateless architecture simplifies deployment and avoids privacy/data storage concerns but limits utility for long-term travel planning.","intents":["I want to have a quick conversation about a destination without creating an account or logging in","I need to explore multiple destinations in a single session without friction or authentication","I want privacy assurance that my travel research isn't being stored or tracked"],"best_for":["casual travelers who want quick, friction-free destination research","privacy-conscious users who prefer not to create accounts or have conversations logged","explorers who don't need to save or reference previous research sessions"],"limitations":["No ability to save conversations or create sharable itineraries, limiting collaborative travel planning","Users cannot reference or continue previous research sessions, requiring re-asking questions if they return later","No conversation history or bookmarks for destinations explored, making it difficult to compare multiple places researched over time","Lack of user accounts means no personalization based on travel history, preferences, or past interactions"],"requires":["Web browser with JavaScript enabled","Internet connection to reach inca.fm servers","No account creation or authentication required"],"input_types":["natural language conversational queries","destination names and travel questions"],"output_types":["conversational responses within the session","context maintained only for the current session duration"],"categories":["automation-workflow","memory-knowledge"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_inca-fm__cap_4","uri":"capability://automation.workflow.free.tier.global.destination.access","name":"free-tier global destination access","description":"Provides unrestricted access to conversational inquiries about thousands of destinations worldwide without authentication, paywalls, or usage limits (at least for the free tier). The system routes all user queries through the same LLM and knowledge base infrastructure regardless of destination popularity or geographic region, ensuring consistent availability for both major tourist destinations and obscure locations. No freemium model or feature gating is mentioned, suggesting all core conversational capabilities are available to all users without payment.","intents":["I want to research any destination in the world without paying or creating an account","I need to explore multiple destinations and compare them without hitting usage limits or paywalls","I want to discover lesser-known places without being restricted to popular tourist destinations"],"best_for":["budget-conscious travelers and backpackers","students and researchers exploring destinations for academic or personal interest","anyone wanting to try the tool without financial commitment"],"limitations":["No paid tier or premium features mentioned, suggesting potential future monetization could restrict current free access","Free tier may have implicit rate limits or quality-of-service constraints not disclosed to users","No guaranteed uptime or SLA for free access, unlike paid services","Lack of premium features means no priority support, advanced analytics, or export capabilities"],"requires":["Web browser with JavaScript enabled","Internet connection to reach inca.fm servers","No API key, subscription, or payment method required"],"input_types":["natural language queries about any destination","destination names and travel questions"],"output_types":["conversational responses about destinations","travel information and local insights"],"categories":["automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":39,"verified":false,"data_access_risk":"high","permissions":["Web browser with JavaScript enabled","Internet connection to reach inca.fm servers","No authentication or API key required for free tier","Internet connection to query remote knowledge base","No local data download or offline access available","No special configuration or persona customization available","No account creation or authentication required","No API key, subscription, or payment method required"],"failure_modes":["No persistent conversation storage — sessions are not saved between visits, limiting ability to reference previous research","Responses are informational only and may contain hallucinations or outdated information since real-time data validation is not mentioned","No integration with current pricing, availability, or booking systems, making responses potentially stale for time-sensitive travel details","Conversational context window is likely bounded by token limits, preventing very long multi-turn discussions","Knowledge base freshness is unknown — no indication of update frequency or data recency for time-sensitive information like events or infrastructure changes","Coverage depth likely varies by destination popularity; obscure locations may have sparse or generic information","No ability to cite sources or provide references for retrieved information, limiting fact-checking and trust verification","Retrieval quality depends on query formulation; ambiguous or poorly-phrased questions may return irrelevant destination data","Persona consistency may degrade in very long conversations as context window fills and older exchanges are dropped","The tour guide persona may occasionally conflict with factual accuracy if the persona layer overrides knowledge base information","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":"2026-05-24T12:16:31.445Z","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=inca-fm","compare_url":"https://unfragile.ai/compare?artifact=inca-fm"}},"signature":"2fBVgJhP0UiTDNoo8qMXipJj4G7ugKz7PDtZxdYUuLw+lOpWv3vzK0LlegelLn4TW8W/i0d654fqEFfuShIeBA==","signedAt":"2026-06-22T08:41:10.558Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/inca-fm","artifact":"https://unfragile.ai/inca-fm","verify":"https://unfragile.ai/api/v1/verify?slug=inca-fm","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"}}