{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_doctrina-ai","slug":"doctrina-ai","name":"Doctrina AI","type":"product","url":"https://www.doctrina.ai","page_url":"https://unfragile.ai/doctrina-ai","categories":["text-writing"],"tags":[],"pricing":{"model":"free","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_doctrina-ai__cap_0","uri":"capability://text.generation.language.content.to.summary.transformation.with.multi.level.abstraction","name":"content-to-summary transformation with multi-level abstraction","description":"Accepts unstructured text, PDFs, or document uploads and generates hierarchical summaries at configurable abstraction levels (key points, paragraph summaries, full-text condensation). Uses extractive and abstractive summarization patterns, likely leveraging transformer-based models to identify salient information and rewrite at target length. Processes input through tokenization, semantic segmentation, and neural abstractive generation to produce human-readable study notes without requiring manual highlighting or annotation.","intents":["I need to quickly extract the main ideas from a textbook chapter or lecture notes without reading the entire document","I want to generate study notes at different detail levels for different exam prep phases","I need to convert long-form content into scannable bullet points for quick review"],"best_for":["high school and undergraduate students preparing for exams with limited study time","non-native English speakers needing simplified content comprehension","students managing multiple courses simultaneously who need rapid content digestion"],"limitations":["Summarization quality depends entirely on input document clarity and structure — poorly formatted or handwritten content may produce inaccurate summaries","No domain-specific tuning visible, so technical or specialized content (medical, legal, advanced mathematics) may lose critical nuance","Abstraction level customization not mentioned, limiting ability to match specific learning objectives or exam depth requirements","No feedback loop to correct or refine summaries, forcing users to manually validate accuracy"],"requires":["Text input (plain text, PDF, or document upload capability)","Internet connection for cloud-based processing","No API key or authentication beyond free account creation"],"input_types":["plain text","PDF documents","uploaded documents (format support unclear)"],"output_types":["plain text summaries","structured bullet-point lists","formatted study notes"],"categories":["text-generation-language","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_doctrina-ai__cap_1","uri":"capability://text.generation.language.automated.quiz.generation.from.source.material","name":"automated quiz generation from source material","description":"Parses input content (text, documents, or URLs) and automatically generates multiple-choice, true/false, or short-answer quiz questions with answer keys. Uses question-generation models that identify factual claims, definitions, and conceptual relationships in source material, then templates them into quiz formats. Likely employs named entity recognition and semantic parsing to extract testable facts, then generates plausible distractors for multiple-choice options using language models. No visible customization of difficulty level, question type distribution, or learning objective alignment.","intents":["I want to quickly create practice quizzes from lecture notes or textbook chapters without manually writing questions","I need to test my understanding of material before an exam without spending time on question creation","I want to generate multiple quiz variants to avoid memorization and encourage deeper learning"],"best_for":["students self-testing comprehension during study sessions","teachers seeking rapid formative assessment tools for classroom use","learners preparing for standardized tests who need high-volume practice questions"],"limitations":["Generated questions may not align with actual exam format or difficulty — no calibration to specific test standards (AP, SAT, IB, etc.)","Distractors may be implausible or obviously wrong, reducing pedagogical value of multiple-choice questions","No ability to specify learning objectives or Bloom's taxonomy levels, so questions may test surface-level recall rather than analysis or synthesis","Answer keys are auto-generated without human review, risking factual errors or ambiguous correct answers","No question bank persistence or spaced repetition scheduling for long-term retention"],"requires":["Source material in text, PDF, or document format","Internet connection for cloud processing","Free account with no API key required"],"input_types":["plain text","PDF documents","uploaded documents"],"output_types":["multiple-choice questions with options","true/false questions","short-answer questions","answer keys with explanations (if provided)"],"categories":["text-generation-language","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_doctrina-ai__cap_2","uri":"capability://text.generation.language.essay.structure.generation.and.writing.assistance","name":"essay structure generation and writing assistance","description":"Accepts essay prompts or topic descriptions and generates essay outlines, thesis statements, paragraph structures, and full essay drafts. Uses prompt-to-structure models that decompose writing tasks into logical sections (introduction, body paragraphs, conclusion), then generates content for each section using conditional text generation. Likely employs essay-specific templates and rhetorical pattern matching to ensure coherent argumentation. No visible plagiarism detection, citation management, or academic integrity safeguards mentioned.","intents":["I need help organizing my thoughts into a coherent essay structure before writing","I want to generate a first draft quickly to overcome writer's block, then refine it","I need to understand how to structure arguments for different essay types (persuasive, analytical, narrative)"],"best_for":["students struggling with essay organization or writing mechanics","non-native English speakers needing structural guidance for academic writing","learners under time pressure who need rapid draft generation for revision"],"limitations":["Generated essays lack originality and may trigger plagiarism detection if submitted directly — tool explicitly designed for draft generation, not final submission","No citation or reference management, forcing manual addition of sources and bibliography","Generated arguments may be generic or lack subject-matter expertise, requiring significant revision for academic rigor","No feedback on argument quality, logical fallacies, or evidence sufficiency — users must manually validate reasoning","No integration with academic integrity policies or institutional plagiarism detection systems","Tone and voice are generic, not customizable to specific assignment rubrics or instructor preferences"],"requires":["Essay prompt or topic description in text format","Internet connection for cloud processing","Free account with no authentication beyond email"],"input_types":["essay prompt (text)","topic description","optional source material or references"],"output_types":["essay outline","thesis statement","paragraph-by-paragraph structure","full essay draft (text)"],"categories":["text-generation-language","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_doctrina-ai__cap_3","uri":"capability://automation.workflow.exam.simulation.and.practice.test.generation","name":"exam simulation and practice test generation","description":"Generates full-length practice exams or test simulations from course material, combining quiz generation with timed delivery and scoring. Likely uses question pooling, randomization, and test-assembly algorithms to create varied exam variants from a question bank. Provides automated scoring, answer review, and performance analytics to identify weak areas. No visible adaptive difficulty adjustment, spaced repetition scheduling, or integration with learning management systems for progress tracking.","intents":["I want to take full-length practice exams under timed conditions to simulate real test-taking stress","I need to identify which topics I'm weak in so I can focus study efforts efficiently","I want to track my score improvement over multiple practice attempts to gauge exam readiness"],"best_for":["students preparing for high-stakes standardized tests (SAT, ACT, AP, GRE, MCAT)","learners who benefit from timed practice and performance feedback","self-directed learners managing their own exam prep without instructor guidance"],"limitations":["Generated exams may not match actual test format, difficulty distribution, or time allocation of real exams","No adaptive difficulty — all users receive same question pool regardless of performance level","Scoring and performance analytics are basic, lacking diagnostic insights into specific skill gaps or misconceptions","No integration with learning management systems (Canvas, Blackboard, Google Classroom), limiting institutional adoption","No spaced repetition or adaptive scheduling to optimize long-term retention","Performance data is not persistent across sessions or devices without explicit export/import"],"requires":["Source material or pre-generated question bank","Internet connection for cloud processing","Free account with no API key required","Web browser with timer/JavaScript support for timed delivery"],"input_types":["course material (text, PDF, documents)","topic or subject specification"],"output_types":["full-length practice exam (timed)","scored results with answer review","performance analytics (score, time per question, accuracy by topic)"],"categories":["automation-workflow","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_doctrina-ai__cap_4","uri":"capability://automation.workflow.multi.format.study.material.export.and.sharing","name":"multi-format study material export and sharing","description":"Exports generated summaries, quizzes, essays, and exams in multiple formats (PDF, Word, plain text, potentially LMS-compatible formats) for offline use, printing, or sharing with peers. Implements format conversion pipelines that preserve structure and formatting across output types. No visible collaboration features, version control, or institutional sharing workflows mentioned. Export likely uses standard document generation libraries without advanced layout customization.","intents":["I want to download my study materials to use offline or share with classmates","I need to print summaries and quizzes for in-person study sessions","I want to import generated materials into my learning management system or note-taking app"],"best_for":["students who prefer offline study or need materials for environments without internet access","learners sharing study resources with study groups or classmates","institutions seeking to integrate AI-generated materials into existing LMS workflows"],"limitations":["Export formats are basic (PDF, Word, text) without advanced layout customization or styling options","No direct LMS integration (Canvas, Blackboard, Google Classroom) — requires manual import/upload","No version control or collaborative editing on exported materials","Exported files lack metadata (creation date, source material reference, learning objectives) for organization","No batch export capability — likely requires exporting each item individually","Formatting may not preserve complex structures (nested lists, tables, equations) across all export formats"],"requires":["Generated study material (summary, quiz, essay, or exam)","Web browser with download capability","Free account with no additional authentication","Optional: PDF reader, Word processor, or LMS account for import"],"input_types":["generated summaries, quizzes, essays, exams (internal format)"],"output_types":["PDF documents","Word (.docx) documents","plain text files","potentially HTML or LMS-compatible formats (unclear)"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_doctrina-ai__cap_5","uri":"capability://data.processing.analysis.document.upload.and.parsing.with.format.flexibility","name":"document upload and parsing with format flexibility","description":"Accepts multiple input formats (PDF, Word documents, plain text, potentially images with OCR) and parses them into machine-readable text for downstream processing by summarization, quiz, and essay modules. Uses document parsing libraries (likely PyPDF2, python-docx, or similar) to extract text while preserving structure, and may employ OCR (Tesseract or cloud-based vision APIs) for scanned documents or images. No visible handling of complex layouts (multi-column, tables, embedded images) or metadata extraction.","intents":["I want to upload a PDF textbook chapter or lecture notes directly without manually copying text","I need to process scanned documents or handwritten notes that I've photographed","I want to batch-upload multiple documents for processing without manual text entry"],"best_for":["students with digital course materials in various formats (PDFs, Word docs, scans)","learners who prefer uploading documents over copy-paste workflows","users managing large volumes of study materials across multiple formats"],"limitations":["OCR accuracy on handwritten or low-quality scans is likely poor, requiring manual correction","Complex document layouts (multi-column, tables, embedded images) may not parse correctly, losing structural information","Large files may have upload size limits or processing timeouts not documented","No metadata extraction (author, creation date, source URL) for document organization","Scanned documents with mixed languages or mathematical notation may fail OCR","No batch upload or bulk processing — likely requires uploading documents one at a time"],"requires":["Document file (PDF, Word, text, or image format)","Internet connection for cloud-based parsing","Free account with no API key required","Web browser with file upload capability"],"input_types":["PDF documents","Word documents (.docx, .doc)","plain text files","images (JPG, PNG) with OCR support (if available)","potentially other document formats (unclear)"],"output_types":["extracted plain text","structured text with preserved formatting","parsed content ready for downstream processing (summarization, quiz generation)"],"categories":["data-processing-analysis","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_doctrina-ai__cap_6","uri":"capability://tool.use.integration.free.tier.access.without.authentication.friction.or.paywalls","name":"free-tier access without authentication friction or paywalls","description":"Provides full access to all core capabilities (summarization, quiz generation, essay assistance, exam simulation) without requiring payment, credit card entry, or premium tier upsells. Implements a freemium model with no visible token limits, usage quotas, or feature gating. Authentication likely uses email-based signup with minimal friction. No visible rate limiting, usage tracking, or conversion funnels to paid tiers mentioned in available information.","intents":["I want to use AI study tools without paying or providing payment information","I need to access study aids immediately without signup friction or account verification delays","I want to test the tool's effectiveness before committing to a paid subscription"],"best_for":["budget-conscious high school and early college students","students in developing countries with limited access to paid educational tools","learners evaluating multiple study tools before selecting a primary platform"],"limitations":["Free model sustainability is unclear — no visible monetization strategy or funding source disclosed","Potential for future paywall introduction or feature gating as product matures","No visible service level agreement (SLA) or uptime guarantees for free tier","Likely minimal customer support for free users compared to paid tiers","No data privacy or GDPR compliance documentation visible, raising concerns about free user data handling","Potential for rate limiting or quality degradation during peak usage without explicit disclosure"],"requires":["Email address for account creation","Internet connection","Web browser","No payment method required"],"input_types":["email address for signup"],"output_types":["free account access","full feature access without paywalls"],"categories":["tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":40,"verified":false,"data_access_risk":"high","permissions":["Text input (plain text, PDF, or document upload capability)","Internet connection for cloud-based processing","No API key or authentication beyond free account creation","Source material in text, PDF, or document format","Internet connection for cloud processing","Free account with no API key required","Essay prompt or topic description in text format","Free account with no authentication beyond email","Source material or pre-generated question bank","Web browser with timer/JavaScript support for timed delivery"],"failure_modes":["Summarization quality depends entirely on input document clarity and structure — poorly formatted or handwritten content may produce inaccurate summaries","No domain-specific tuning visible, so technical or specialized content (medical, legal, advanced mathematics) may lose critical nuance","Abstraction level customization not mentioned, limiting ability to match specific learning objectives or exam depth requirements","No feedback loop to correct or refine summaries, forcing users to manually validate accuracy","Generated questions may not align with actual exam format or difficulty — no calibration to specific test standards (AP, SAT, IB, etc.)","Distractors may be implausible or obviously wrong, reducing pedagogical value of multiple-choice questions","No ability to specify learning objectives or Bloom's taxonomy levels, so questions may test surface-level recall rather than analysis or synthesis","Answer keys are auto-generated without human review, risking factual errors or ambiguous correct answers","No question bank persistence or spaced repetition scheduling for long-term retention","Generated essays lack originality and may trigger plagiarism detection if submitted directly — tool explicitly designed for draft generation, not final submission","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.31666666666666665,"quality":0.67,"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":"2026-05-24T12:16:30.283Z","last_scraped_at":"2026-04-05T13:23:42.561Z","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=doctrina-ai","compare_url":"https://unfragile.ai/compare?artifact=doctrina-ai"}},"signature":"nrWjKgXvLThqnxahUdJDsIsw7njypxgnIWtVsjiEMRWOK1AANrtpHVyN1y0sztQLeGz+yOHpmvYEvy9KD4QTCA==","signedAt":"2026-06-22T07:56:53.870Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/doctrina-ai","artifact":"https://unfragile.ai/doctrina-ai","verify":"https://unfragile.ai/api/v1/verify?slug=doctrina-ai","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"}}