{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"awesome-langmagic","slug":"langmagic","name":"LangMagic","type":"webapp","url":"https://easytolearn.io","page_url":"https://unfragile.ai/langmagic","categories":["research-search"],"tags":[],"pricing":{"model":"unknown","free":false,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"awesome-langmagic__cap_0","uri":"capability://text.generation.language.native.content.language.learning","name":"native content language learning","description":"LangMagic leverages authentic native content, such as articles, videos, and podcasts, to create immersive language learning experiences. It employs natural language processing to analyze the content and generate contextual exercises, quizzes, and vocabulary lists tailored to the user's proficiency level. This approach enhances engagement and retention by exposing learners to real-world language use, unlike traditional methods that rely on artificial or overly simplified materials.","intents":["How can I learn a new language using real-world content?","What tools can help me practice a language with native materials?","Can I get exercises based on articles or videos I like?"],"best_for":["language learners seeking authentic materials","educators looking for innovative teaching tools"],"limitations":["Limited to languages supported by available native content","Requires internet access for content retrieval"],"requires":["Web browser with HTML5 support"],"input_types":["text","video","audio"],"output_types":["text","quizzes","vocabulary lists"],"categories":["text-generation-language","language-learning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-langmagic__cap_1","uri":"capability://text.generation.language.contextual.vocabulary.extraction","name":"contextual vocabulary extraction","description":"LangMagic employs advanced NLP techniques to extract vocabulary from native content, providing users with definitions, usage examples, and contextual sentences. This capability uses a combination of machine learning models and linguistic databases to ensure that the vocabulary is relevant and practical for learners. The integration of context helps learners understand how words are used in various scenarios, enhancing their retention and application.","intents":["How can I find useful vocabulary from articles I read?","What are the meanings of specific words in context?","Can I get example sentences for new vocabulary?"],"best_for":["students preparing for language exams","professionals needing industry-specific vocabulary"],"limitations":["May not cover niche vocabulary or slang","Dependent on the quality of source content"],"requires":["Web browser with JavaScript enabled"],"input_types":["text"],"output_types":["text","definitions","example sentences"],"categories":["text-generation-language","vocabulary-learning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-langmagic__cap_2","uri":"capability://text.generation.language.interactive.language.exercises","name":"interactive language exercises","description":"LangMagic generates interactive exercises based on the native content the user engages with, including fill-in-the-blank, multiple-choice, and matching activities. This capability utilizes user performance data to adapt the difficulty and type of exercises, ensuring a personalized learning experience. The system tracks progress and adjusts content dynamically, which helps maintain user motivation and challenge.","intents":["What kind of exercises can I do to practice my language skills?","Can I get personalized quizzes based on my reading?","How can I track my progress in language learning?"],"best_for":["language learners seeking personalized practice","teachers wanting to create custom exercises for students"],"limitations":["Requires user interaction data for personalization","Limited to the types of exercises predefined in the system"],"requires":["Web browser with modern JavaScript support"],"input_types":["text","user performance data"],"output_types":["interactive exercises","progress reports"],"categories":["text-generation-language","adaptive-learning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-langmagic__cap_3","uri":"capability://text.generation.language.multimedia.content.integration","name":"multimedia content integration","description":"LangMagic allows users to integrate various forms of multimedia content, such as videos, podcasts, and articles, into their learning process. This capability supports a wide range of formats and automatically generates relevant exercises and vocabulary lists based on the content type. By leveraging multimedia, it caters to different learning styles and keeps users engaged through diverse content.","intents":["Can I use videos or podcasts to learn a language?","How do I incorporate different media types into my language practice?","What multimedia resources are available for language learning?"],"best_for":["visual and auditory learners","content creators looking to teach languages"],"limitations":["Quality of exercises may vary based on content type","Requires access to multimedia content"],"requires":["Web browser with HTML5 support"],"input_types":["video","audio","text"],"output_types":["interactive exercises","vocabulary lists"],"categories":["text-generation-language","multimedia-learning"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":21,"verified":false,"data_access_risk":"low","permissions":["Web browser with HTML5 support","Web browser with JavaScript enabled","Web browser with modern JavaScript support"],"failure_modes":["Limited to languages supported by available native content","Requires internet access for content retrieval","May not cover niche vocabulary or slang","Dependent on the quality of source content","Requires user interaction data for personalization","Limited to the types of exercises predefined in the system","Quality of exercises may vary based on content type","Requires access to multimedia content","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.05,"quality":0.18,"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":"2026-06-17T09:51:03.577Z","last_scraped_at":"2026-05-03T14:00:23.056Z","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=langmagic","compare_url":"https://unfragile.ai/compare?artifact=langmagic"}},"signature":"pPYPIHy1C5cDQFr2Zoehg3kD4256n4g0iBgJGi+Tb25SFRWqjwZ0lbGqODmOrNxvIKQx1LsQDkljb4muqqs1Ag==","signedAt":"2026-06-22T12:34:04.361Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/langmagic","artifact":"https://unfragile.ai/langmagic","verify":"https://unfragile.ai/api/v1/verify?slug=langmagic","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"}}