llms.txt
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https://www.mandarinclips.com/llms.txt
− # MandarinClips− > Authentic Chinese cinema dialogue corpus for Mandarin language learners and educators.− MandarinClips is an immersion-focused Chinese language learning platform built from authentic Chinese movies and television series. It provides English-speaking learners with a sentence-level dialogue concordancer to bridge the gap between classroom textbooks and real-world spoken Chinese.− Learners can search any Chinese phrase, vocabulary item, or grammar pattern and instantly study how native speakers naturally use it across diverse cinematic contexts.− * Live Dialogue Clips: 182,404 video clips (~3 seconds each, single-sentence focus)− * Primary Interface & Learning Language: English (/en/)− * Pedagogical Framework: Schema.org LearningResource & CSL (Chinese as a Second Language) standards− * Multi-Modal Tracks: Simultaneous display of Simplified Chinese characters, standardized Pinyin with tone marks, and natural English translations.− * Flexible Search: Full-text search supporting Simplified Chinese characters (e.g., 明天见) and untoned, lowercase Pinyin (e.g., "ming tian jian" or "ni hao").− * HSK Proficiency Tags: Automated grading aligning sentences with HSK Levels 1 through 6.− * 10-Dimensional Pragmatic Context: Scene categories (workplace, dining, dating, family, etc.), native English subtext analysis (actual intent vs. literal translation), communicative functions, and register formality.− * Non-Linear Semantic Graph: Bidirectional relations connecting similar phrasing, contrasting retorts, and conversational alternatives.− * Instant Audio Shadowing & Looping: Browser-based native playback designed for speech imitation, rhythm training, and listening practice.− ## Core Content Hubs− All active content is served under the canonical English language route (`/en/`):− * Homepage & Discovery: https://www.mandarinclips.com/en− * Conversational Expressions: https://www.mandarinclips.com/en/expressions− * Sentence Blueprints (Grammar): https://www.mandarinclips.com/en/grammar− * Pragmatic Communicative Scenes: https://www.mandarinclips.com/en/scenes− * TV Shows & Movies Directory: https://www.mandarinclips.com/en/shows− * Unified Cinema Corpus Search: https://www.mandarinclips.com/en/search− Individual clip pages follow a standardized, hyphenated slug pattern incorporating an 8-character hash, pinyin, and timestamp:− * Pattern: https://www.mandarinclips.com/en/clip/{clip_id}− * Example: https://www.mandarinclips.com/en/clip/1a6bc231-wei-mian-tai-qing-le-ba-1373000− MandarinClips does not use legacy language prefixes. All requests with alternate language codes (such as /zh/, /de/, /es/, /fr/, /ja/, /ko/) are permanently redirected (HTTP 301) to `/en/`.− * English-speaking self-learners bridging textbook study into authentic native immersion.− * Intermediate to advanced HSK students studying colloquial expressions and modal particles.− * CSL (Chinese as a Second Language) teachers searching for real cinematic examples to demonstrate grammar in context.− * Linguistics researchers and translators examining authentic modern spoken discourse.− ## Contact & Platform− * Legal & Fair Use Statement: https://www.mandarinclips.com/fair-use+ # MandarinClips (v3.2.5)+ > Authentic Chinese cinema dialogue corpus for Mandarin language learners, educators, and AI agents.+ MandarinClips is an immersion-focused Chinese language learning platform, pedagogical API, and Model Context Protocol (MCP) server built from authentic Chinese movies and television series. It provides English-speaking learners, TCSL (Teaching Chinese as a Second Language) educators, and AI agents with a sentence-level cinematic dialogue concordancer to bridge the gap between classroom textbooks and real-world spoken Chinese.+ Learners and AI agents can search any Chinese phrase, vocabulary item, or grammar pattern and instantly study how native speakers naturally use it across diverse cinematic contexts with multi-turn dialogue alignments.+ * Live Dialogue Clips: 182,404 curated video clips (~3 seconds each, single-sentence focus with 3-turn context)+ * Primary Interface Language: English (served directly at clean root `/` routes)+ * Pedagogical Framework: Schema.org LearningResource, DefinedTerm, and official HSK 3.0 standards+ * Technology Stack: Rust 2021 (Axum 0.8, Askama 0.12, sqlx 0.8), PostgreSQL 18 (PGroonga, pgvector HNSW, pg_trgm), moka L1/L2/L3 in-memory concurrent cache+ ## Model Context Protocol (MCP) & AI Integration+ MandarinClips natively supports the open Model Context Protocol (MCP), enabling Claude Desktop, Cursor, and web-based AI agents to query the cinema corpus programmatically:+ * Official MCP Registry Namespace: `com.mandarinclips/mcp` (v1.1.0 Verified)+ * Streamable HTTP / SSE Endpoint: https://www.mandarinclips.com/mcp/sse+ * Available Tools:+ - `search_dialogue_clips`: Search 180,000+ authentic cinema lines by Chinese/Pinyin with 3-turn conversational context (Previous, Target, Next) and English pragmatic subtext.+ - `get_hsk_vocabulary`: Retrieve official HSK 3.0 vocabulary details, definitions, and cinema video examples.+ - `get_grammar_pattern`: Look up Chinese grammar structures, visual slot formulas, and spoken variations.+ * Multi-Modal Contextual Tracks: Simultaneous display of Simplified Chinese characters, standardized Pinyin with tone marks, natural English translations, and native video turn sequences.+ * Bilingual Full-Text Search: Powered by PostgreSQL PGroonga and pg_trgm GIN indexes, supporting Simplified Chinese characters (e.g., 算了, 应该的) and untoned lowercase Pinyin (e.g., "suan le ba", "ni hao").+ * HSK 3.0 Proficiency Indexing: Graded across all official HSK 3.0 bands (Levels 1 through 7-9) with curated featured clip acceleration.+ * 10-Dimensional Pragmatic Context: Controlled scene taxonomies (workplace, dining, social, family, conflict, etc.), native English pragmatic subtext (speaker's actual intent vs. literal wording), communicative speech styles, and registers.+ * Non-Linear Semantic Knowledge Graph: Directed graph relations connecting similar expressions, contrastive retorts, and pragmatic alternatives.+ * Instant Audio Shadowing & Looping: Zero-latency browser-based native playback designed for pronunciation and rhythm training.+ ## Core Content Hubs (Canonical Clean Routes)+ All active content is served directly under root-level canonical routes without `/en/` prefixes:+ * Homepage & Discovery: https://www.mandarinclips.com/+ * HSK 3.0 Vocabulary Atlas: https://www.mandarinclips.com/hsk+ * HSK 3.0 Anki Decks (All Levels): https://www.mandarinclips.com/hsk/anki-decks+ * Conversational Expressions: https://www.mandarinclips.com/expressions+ * Sentence Blueprints (Grammar): https://www.mandarinclips.com/grammar+ * Pragmatic Communicative Scenes: https://www.mandarinclips.com/scenes+ * Unified Cinema Corpus Search: https://www.mandarinclips.com/search+ * Educational Insights & Blog: https://www.mandarinclips.com/blog/+ * Academic Access for Professors: https://www.mandarinclips.com/educators+ * Chinese to Pinyin Converter: https://www.mandarinclips.com/tools/chinese-to-pinyin+ * HSK Level Checker: https://www.mandarinclips.com/tools/hsk-level-checker+ * HSK Vocabulary Coverage Checker: https://www.mandarinclips.com/tools/hsk-vocab-checker+ * Text Analyzer Hub: https://www.mandarinclips.com/tools/text-analyzer+ * Pricing & Plans (Pro Membership): https://www.mandarinclips.com/pricing+ ## Mobile RESTful API (`/api/v1/*`)+ MandarinClips exposes a pure, 100% structured JSON RESTful API for mobile applications (Flutter) and third-party integrations:
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