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The system likely uses prompt engineering or fine-tuned models to ensure compliance with educational standards (CCSS, state standards) and produces actionable, classroom-ready plans rather than generic text.","intents":["I need to create a lesson plan for tomorrow's class but don't have time to research and structure it from scratch","I want AI to suggest learning objectives and activities aligned with curriculum standards for a specific topic","I need to generate multiple lesson plan variations quickly to compare approaches before teaching"],"best_for":["K-12 teachers with 5-30 minutes available for lesson prep","Educators new to a subject area seeking structured guidance","Teachers managing multiple grade levels or subjects simultaneously"],"limitations":["No evidence of integration with actual state/district curriculum standards — may generate generic rather than standards-aligned content","Unknown whether output is customizable post-generation or locked after creation","No information on whether the system learns from teacher feedback to improve future suggestions"],"requires":["Web browser with JavaScript enabled","Basic input: topic, grade level, lesson duration","Active internet connection for LLM inference"],"input_types":["text (topic description, grade level, duration)","structured metadata (subject area, standards framework)"],"output_types":["structured text (lesson outline with sections)","learning objectives (formatted list)","activity suggestions (text descriptions)"],"categories":["text-generation-language","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_teachguin__cap_1","uri":"capability://tool.use.integration.real.time.interactive.feedback.widget.system.with.multiple.response.types","name":"real-time interactive feedback widget system with multiple response types","description":"Provides a widget framework enabling teachers to embed polls, quizzes, and open-ended response prompts directly into live lessons, collecting student responses in real-time and displaying aggregated results (poll percentages, quiz scores, response text) back to the classroom. The system likely uses WebSocket or polling-based architecture to push updates to all connected student devices without page refresh.","intents":["I want to quickly gauge student understanding during a lesson without stopping to collect paper responses","I need to display live poll results to the class to spark discussion","I want to collect anonymous open-ended feedback from students mid-lesson to adjust my teaching"],"best_for":["Teachers running synchronous, browser-based lessons with 10-100 students","Educators seeking formative assessment without external tools like Kahoot or Quizizz","Classrooms with 1:1 device access (tablets, laptops, or smartphones)"],"limitations":["No mention of offline mode — requires stable internet for all participants","Unknown response latency; real-time updates may lag on congested networks or with 100+ simultaneous respondents","No evidence of data persistence or export functionality for post-lesson analysis","Unclear whether responses are stored, encrypted, or compliant with FERPA/COPPA for student data"],"requires":["Web browser on student devices (Chrome, Firefox, Safari, Edge)","Active internet connection for all participants","Teacher device with screen sharing capability to display results"],"input_types":["structured (poll options, quiz answers, response prompts)","text (open-ended student responses)"],"output_types":["aggregated data (poll percentages, quiz score distributions)","real-time visualizations (bar charts, pie charts)","raw response text (for open-ended questions)"],"categories":["tool-use-integration","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_teachguin__cap_2","uri":"capability://tool.use.integration.screen.sharing.and.real.time.display.synchronization","name":"screen sharing and real-time display synchronization","description":"Enables teachers to broadcast their screen (desktop, browser, or application window) to all connected student devices with synchronized viewing, allowing students to follow along with demonstrations, code walkthroughs, or visual content. Implementation likely uses WebRTC or similar peer-to-peer streaming for low-latency transmission, with fallback to server-relayed streams for network constraints.","intents":["I need to show my screen to the entire class while demonstrating a concept or software","I want students to see my screen in real-time without lag while I navigate a website or application","I need to ensure all students see the same content simultaneously, even on slow connections"],"best_for":["Teachers demonstrating software, websites, or visual content to remote or hybrid classes","Educators with stable broadband and modern browsers on student devices"],"limitations":["No information on latency — screen sharing may lag on congested networks, making real-time interaction difficult","Unknown whether the system supports selective screen sharing (e.g., single window vs. full desktop) or only full-screen broadcast","No evidence of accessibility features like captions, audio descriptions, or keyboard navigation for shared content","Unclear if students can request control or annotate the shared screen"],"requires":["Teacher device with modern browser and screen capture API support (Chrome 72+, Firefox 66+, Safari 13+)","Student devices with WebRTC-capable browsers","Stable internet connection (minimum 2 Mbps upload for teacher, 1 Mbps download for students)"],"input_types":["screen capture (desktop, browser window, or application window)"],"output_types":["video stream (H.264 or VP8/VP9 codec)","synchronized display on student devices"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_teachguin__cap_3","uri":"capability://tool.use.integration.collaborative.whiteboarding.with.real.time.synchronization","name":"collaborative whiteboarding with real-time synchronization","description":"Provides a shared digital whiteboard where teachers and students can draw, write, and annotate content simultaneously, with all changes synchronized across connected devices in real-time. The system likely uses a canvas-based drawing engine (HTML5 Canvas or WebGL) with operational transformation or CRDT (Conflict-free Replicated Data Type) for conflict resolution when multiple users edit simultaneously.","intents":["I want to sketch diagrams or equations on a shared board while students watch and contribute","I need students to annotate or draw on a shared canvas to show their thinking","I want to preserve whiteboard content after the lesson for review or sharing"],"best_for":["Math, science, and visual arts teachers using synchronous lessons","Educators with touch-enabled devices (tablets, interactive displays) for natural drawing input","Classrooms where student collaboration and co-creation are pedagogical goals"],"limitations":["No information on latency or synchronization accuracy — drawing strokes may appear delayed or out-of-order with many simultaneous contributors","Unknown whether the whiteboard supports layers, undo/redo, shape tools, or only freehand drawing","No evidence of export formats (PDF, PNG, SVG) or persistence beyond the lesson session","Unclear if the system supports infinite canvas or has size/complexity limits that degrade performance"],"requires":["Web browser with HTML5 Canvas or WebGL support (all modern browsers)","Input device: mouse, trackpad, or touch screen (stylus recommended for precision)","Stable internet connection for real-time synchronization"],"input_types":["drawing input (mouse, touch, stylus strokes)","text input (typed annotations)"],"output_types":["raster image (PNG, JPEG)","vector drawing (SVG, if supported)","session recording (video of whiteboard activity)"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_teachguin__cap_4","uri":"capability://automation.workflow.browser.based.lesson.delivery.and.session.management","name":"browser-based lesson delivery and session management","description":"Manages the end-to-end lesson session lifecycle — teacher login, lesson creation/selection, student join via code or link, real-time synchronization of lesson state (current slide, active widgets, screen share status), and session termination. The system likely uses a centralized session server to coordinate state across all connected participants, with WebSocket or Server-Sent Events for push updates.","intents":["I want to start a lesson and have students join with a simple code or link","I need all students to see the same lesson content and widgets in sync","I want to manage lesson timing and pacing without manually coordinating with students"],"best_for":["Teachers comfortable with browser-based tools and minimal setup","Synchronous, live lessons with 5-100 students","Educators without access to dedicated classroom management systems (LMS)"],"limitations":["No information on session persistence — unclear if lessons can be paused and resumed across days or if they're single-session only","Unknown whether the system supports asynchronous lesson access or student self-pacing","No evidence of role-based access control (e.g., co-teachers, teaching assistants, observers)","Unclear if session data (attendance, widget responses) is logged or available for post-lesson review"],"requires":["Web browser on teacher and student devices","Active internet connection for all participants","Teacher account (registration required; student accounts may be optional)"],"input_types":["lesson configuration (title, duration, widgets, content)","session join code or URL"],"output_types":["session state (current slide, active widgets, participant list)","session logs (attendance, widget responses, timestamps)"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":42,"verified":false,"data_access_risk":"high","permissions":["Web browser with JavaScript enabled","Basic input: topic, grade level, lesson duration","Active internet connection for LLM inference","Web browser on student devices (Chrome, Firefox, Safari, Edge)","Active internet connection for all participants","Teacher device with screen sharing capability to display results","Teacher device with modern browser and screen capture API support (Chrome 72+, Firefox 66+, Safari 13+)","Student devices with WebRTC-capable browsers","Stable internet connection (minimum 2 Mbps upload for teacher, 1 Mbps download for students)","Web browser with HTML5 Canvas or WebGL support (all modern browsers)"],"failure_modes":["No evidence of integration with actual state/district curriculum standards — may generate generic rather than standards-aligned content","Unknown whether output is customizable post-generation or locked after creation","No information on whether the system learns from teacher feedback to improve future suggestions","No mention of offline mode — requires stable internet for all participants","Unknown response latency; real-time updates may lag on congested networks or with 100+ simultaneous respondents","No evidence of data persistence or export functionality for post-lesson analysis","Unclear whether responses are stored, encrypted, or compliant with FERPA/COPPA for student data","No information on latency — screen sharing may lag on congested networks, making real-time interaction difficult","Unknown whether the system supports selective screen sharing (e.g., single window vs. full desktop) or only full-screen broadcast","No evidence of accessibility features like captions, audio descriptions, or keyboard navigation for shared content","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":0.28,"freshness":0.12}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"active","updated_at":"2026-05-24T12:16:33.648Z","last_scraped_at":"2026-04-05T13:23:42.559Z","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=teachguin","compare_url":"https://unfragile.ai/compare?artifact=teachguin"}},"signature":"jlJsMbWGZXrsrXCpplKihOE83O3sExyrmPbQJDahMkdU7vt5Uk5AT5J0JhOXzJKaGbhRRgu5j0+C2aQ2L7XvBg==","signedAt":"2026-06-22T03:56:11.990Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/teachguin","artifact":"https://unfragile.ai/teachguin","verify":"https://unfragile.ai/api/v1/verify?slug=teachguin","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"}}