{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"awesome-copilot","slug":"copilot","name":"Copilot","type":"product","url":"https://copilot.microsoft.com/","page_url":"https://unfragile.ai/copilot","categories":["code-editors"],"tags":[],"pricing":{"model":"unknown","free":false,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"awesome-copilot__cap_0","uri":"capability://text.generation.language.conversational.ai.chat.with.web.context.awareness","name":"conversational ai chat with web context awareness","description":"Provides real-time conversational interface powered by large language models (likely GPT-4 or similar) with integrated web search capabilities to ground responses in current information. The system maintains conversation context across multiple turns and can reference live web data to answer time-sensitive queries, distinguishing it from purely parametric models that rely on training data cutoffs.","intents":["Get answers to questions about current events, news, or real-time information without manual web searching","Have multi-turn conversations that build on previous context and maintain coherent dialogue","Quickly research topics by asking follow-up questions in natural language rather than formulating search queries"],"best_for":["General users seeking an AI assistant for everyday questions","Non-technical users who prefer conversational interfaces over search engines","Teams evaluating AI assistants for productivity and information retrieval"],"limitations":["Web search integration may introduce latency (typically 2-5 seconds per query with live data)","Conversation context window is finite; very long conversations may lose early context","Accuracy depends on web search result quality and LLM's ability to synthesize conflicting sources"],"requires":["Internet connection for web search functionality","Microsoft account or authentication (specific requirements unknown)","Modern web browser or Copilot app installation"],"input_types":["natural language text","follow-up questions","clarification requests"],"output_types":["natural language text responses","formatted answers with citations","suggested follow-up questions"],"categories":["text-generation-language","search-retrieval"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-copilot__cap_1","uri":"capability://code.generation.editing.code.generation.and.explanation.with.multi.language.support","name":"code generation and explanation with multi-language support","description":"Generates code snippets, functions, and complete programs across multiple programming languages (Python, JavaScript, C#, Java, etc.) based on natural language descriptions. Uses prompt engineering and in-context learning to produce syntactically correct, idiomatic code that follows language conventions. Can also explain existing code by analyzing syntax and structure to provide human-readable interpretations.","intents":["Generate boilerplate code or utility functions from natural language specifications","Get code examples for specific programming tasks or algorithms","Understand what existing code does without reading documentation","Quickly prototype solutions in unfamiliar programming languages"],"best_for":["Developers prototyping solutions quickly across multiple languages","Junior developers learning new languages or frameworks","Teams needing code examples for documentation or training"],"limitations":["Generated code may require manual review and testing; not production-ready without validation","Complex multi-file projects or architectural patterns may produce incomplete or inconsistent code","Language-specific idioms and best practices vary in quality across different programming languages","No real-time linting or compilation feedback; errors only surface during actual execution"],"requires":["Clear natural language description of the desired code behavior","Basic understanding of the target programming language (for code review)","Development environment to test and execute generated code"],"input_types":["natural language descriptions","code snippets to explain","algorithm or function specifications"],"output_types":["code snippets","complete functions or classes","code explanations in natural language"],"categories":["code-generation-editing","text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-copilot__cap_10","uri":"capability://planning.reasoning.business.and.productivity.advice.with.contextual.recommendations","name":"business and productivity advice with contextual recommendations","description":"Provides strategic advice and recommendations for business, productivity, and professional challenges. Analyzes user-provided context (goals, constraints, resources) and generates tailored recommendations, frameworks, or action plans. Uses business reasoning patterns to consider multiple perspectives, trade-offs, and potential outcomes.","intents":["Get strategic advice on business decisions or challenges","Develop productivity systems or workflows tailored to specific constraints","Analyze business problems and generate multiple solution approaches","Understand frameworks or methodologies for common business challenges"],"best_for":["Entrepreneurs and business leaders making strategic decisions","Managers optimizing team productivity or processes","Professionals seeking career or productivity advice","Teams evaluating different approaches to business challenges"],"limitations":["Recommendations are generic and may not account for industry-specific context or organizational culture","Cannot access proprietary business data or real-time market information","Advice may not reflect latest business trends or emerging best practices","No accountability for outcomes; user must validate recommendations against their specific situation","May oversimplify complex organizational or market dynamics"],"requires":["Clear description of business challenge or decision","Relevant context about constraints, resources, goals, or organizational factors","Willingness to adapt recommendations to specific situation"],"input_types":["business challenges or decisions","organizational or market context","constraints or resources","goals or success criteria"],"output_types":["strategic recommendations","action plans or frameworks","pros/cons analyses","alternative approaches"],"categories":["planning-reasoning","text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-copilot__cap_2","uri":"capability://image.visual.image.generation.and.editing.with.text.to.visual.synthesis","name":"image generation and editing with text-to-visual synthesis","description":"Generates images from natural language descriptions using diffusion-based models (likely DALL-E or similar), allowing users to create visual content without design skills. Supports iterative refinement through follow-up prompts and may include basic editing capabilities for modifying generated or uploaded images. The system interprets semantic meaning from text descriptions and translates it into pixel-space representations.","intents":["Create custom images for presentations, marketing materials, or creative projects without hiring a designer","Generate multiple variations of a concept to explore different visual directions","Edit or modify existing images by describing desired changes in natural language"],"best_for":["Content creators and marketers needing quick visual assets","Non-designers prototyping visual concepts","Teams exploring creative directions without specialized design tools"],"limitations":["Generated images may have quality inconsistencies, especially for complex scenes or specific artistic styles","Text rendering within images is often poor or illegible","Editing capabilities are likely limited compared to professional design tools like Photoshop","Potential copyright and licensing concerns with generated content","May have usage restrictions or quotas on image generation"],"requires":["Detailed natural language description of desired image","Sufficient API quota or subscription tier for image generation","Modern browser or application supporting image upload/download"],"input_types":["natural language text descriptions","reference images (for editing)","style or mood specifications"],"output_types":["generated images (likely PNG or JPEG)","multiple image variations","edited image files"],"categories":["image-visual","text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-copilot__cap_3","uri":"capability://data.processing.analysis.document.analysis.and.content.extraction.from.pdfs.and.images","name":"document analysis and content extraction from pdfs and images","description":"Processes uploaded documents (PDFs, images, screenshots) and extracts structured information, summaries, or answers questions about their content. Uses OCR (optical character recognition) for image-based documents and PDF parsing for structured documents, combined with language understanding to interpret meaning and extract relevant data. Supports multi-page document analysis and can synthesize information across multiple documents.","intents":["Extract key information from PDFs or scanned documents without manual reading","Summarize long documents or reports to understand main points quickly","Answer specific questions about document content by searching and interpreting text","Convert unstructured document data into structured formats for further processing"],"best_for":["Knowledge workers processing large volumes of documents","Teams extracting data from contracts, reports, or forms","Researchers summarizing academic papers or technical documentation"],"limitations":["OCR accuracy varies with document quality, font clarity, and image resolution","Complex layouts, tables, or multi-column formats may be misinterpreted","Very large documents may exceed context window limits, requiring chunking or summarization","Handwritten text recognition is likely limited or unavailable","Extraction accuracy depends on document structure and clarity"],"requires":["Document file in supported format (PDF, PNG, JPG, etc.)","Reasonable document quality (legible text, reasonable resolution)","Clear questions or extraction criteria"],"input_types":["PDF files","image files (PNG, JPG, etc.)","screenshots","scanned documents"],"output_types":["extracted text","summaries","structured data (tables, lists)","answers to specific questions"],"categories":["data-processing-analysis","search-retrieval"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-copilot__cap_4","uri":"capability://planning.reasoning.task.planning.and.step.by.step.guidance.generation","name":"task planning and step-by-step guidance generation","description":"Breaks down complex user requests into actionable steps and provides structured guidance for completing tasks. Uses chain-of-thought reasoning to decompose problems into subtasks, estimate effort, identify dependencies, and suggest optimal execution order. Can generate checklists, timelines, or detailed instructions for both technical and non-technical tasks.","intents":["Get a structured plan for completing a complex project or task","Understand dependencies and prerequisites before starting work","Generate checklists or step-by-step instructions for unfamiliar processes","Estimate effort and timeline for project planning"],"best_for":["Project managers planning complex initiatives","Teams coordinating multi-step workflows","Individuals tackling unfamiliar tasks or learning new processes"],"limitations":["Plans may not account for domain-specific constraints or organizational context","Effort estimates are generic and may not reflect actual complexity in specific environments","Cannot adapt plans in real-time based on actual execution progress","May miss edge cases or failure modes specific to the user's context","No built-in project tracking or progress monitoring"],"requires":["Clear description of the task or project goal","Sufficient context about constraints, resources, or timeline","User ability to interpret and adapt guidance to their specific situation"],"input_types":["natural language task descriptions","project goals or requirements","constraints or limitations"],"output_types":["step-by-step plans","checklists","timeline estimates","dependency diagrams (text-based)"],"categories":["planning-reasoning","text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-copilot__cap_5","uri":"capability://text.generation.language.creative.writing.and.content.generation.with.style.adaptation","name":"creative writing and content generation with style adaptation","description":"Generates original written content (articles, stories, emails, social media posts, etc.) based on user specifications, tone preferences, and target audience. Uses prompt engineering to adapt writing style, vocabulary, and structure to match desired tone (formal, casual, technical, creative, etc.). Supports iterative refinement through feedback and can generate multiple variations for comparison.","intents":["Write marketing copy, social media posts, or promotional content quickly","Generate creative writing or story ideas with specific themes or settings","Draft professional emails or business communications with appropriate tone","Create blog posts or articles on specified topics for target audiences"],"best_for":["Content creators and marketers needing rapid content production","Non-writers needing to produce professional communications","Teams exploring multiple content variations for A/B testing"],"limitations":["Generated content may lack originality or unique voice; requires editorial review","Tone and style adaptation is approximate; may not perfectly match brand voice without refinement","Factual accuracy is not guaranteed; content should be fact-checked before publication","May produce generic or formulaic content without strong creative direction","Longer-form content (books, long-form journalism) may lack coherence across sections"],"requires":["Clear specification of content type, topic, and target audience","Tone or style preferences (formal, casual, technical, etc.)","Willingness to edit and refine generated content"],"input_types":["natural language content briefs","tone or style specifications","target audience descriptions","reference content or examples"],"output_types":["written content (articles, posts, emails, etc.)","multiple content variations","content outlines or structure"],"categories":["text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-copilot__cap_6","uri":"capability://text.generation.language.translation.and.multilingual.content.generation","name":"translation and multilingual content generation","description":"Translates text between multiple languages while preserving meaning, tone, and cultural context. Supports both direct translation of existing content and generation of new content in specified languages. Uses neural machine translation patterns combined with language understanding to handle idioms, cultural references, and context-dependent phrasing that simple word-for-word translation would miss.","intents":["Translate documents, emails, or content into multiple languages for global audiences","Generate marketing or communication content directly in target languages","Understand foreign language content without manual translation","Localize content for specific regions or cultural contexts"],"best_for":["Global teams communicating across language barriers","Companies localizing products or content for international markets","Individuals learning languages or working with multilingual content"],"limitations":["Translation quality varies significantly by language pair; less common languages may have lower accuracy","Idioms, slang, and cultural references may not translate accurately","Technical or domain-specific terminology may be mistranslated without proper context","Tone and formality levels may not transfer perfectly between languages","No built-in glossary or terminology management for consistent translation"],"requires":["Source text in supported language","Target language specification","Context about domain or specialized terminology (optional but helpful)"],"input_types":["text in any supported language","documents or longer content","specialized or technical content"],"output_types":["translated text","content in target language","multiple translation variations"],"categories":["text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-copilot__cap_7","uri":"capability://search.retrieval.research.synthesis.and.comparative.analysis.across.sources","name":"research synthesis and comparative analysis across sources","description":"Searches for information on specified topics, synthesizes findings from multiple sources, and presents comparative analysis or summaries. Integrates web search results with language understanding to identify patterns, contradictions, and consensus across sources. Can generate research summaries, comparison tables, or pros/cons analyses based on aggregated information.","intents":["Research a topic and get a comprehensive summary of current information and perspectives","Compare multiple products, services, or approaches based on aggregated research","Identify consensus and disagreement across sources on controversial topics","Generate research reports or literature reviews without manual source compilation"],"best_for":["Researchers and analysts evaluating multiple sources","Decision-makers comparing options before major purchases or decisions","Teams conducting competitive analysis or market research"],"limitations":["Source quality and bias are not always apparent; may amplify misinformation if unreliable sources rank highly","Synthesis may oversimplify complex topics or miss important nuances","Web search results are limited to publicly available information; proprietary or paywalled content is inaccessible","Recency bias toward recent sources; older but still relevant information may be underweighted","No built-in fact-checking or source credibility assessment"],"requires":["Clear research question or topic","Internet connection for web search","Willingness to verify findings through original sources"],"input_types":["research questions","topic specifications","comparison criteria"],"output_types":["research summaries","comparison tables or matrices","pros/cons analyses","source citations"],"categories":["search-retrieval","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-copilot__cap_8","uri":"capability://code.generation.editing.debugging.assistance.and.error.diagnosis.with.code.context","name":"debugging assistance and error diagnosis with code context","description":"Analyzes error messages, stack traces, and code snippets to diagnose bugs and suggest fixes. Uses pattern matching against known error types and code analysis to identify likely root causes. Can explain what went wrong, why it happened, and provide step-by-step debugging guidance or corrected code. Supports multiple programming languages and frameworks.","intents":["Understand what an error message means and why it occurred","Get suggestions for fixing bugs without extensive manual debugging","Learn debugging techniques and best practices for specific languages or frameworks","Quickly diagnose issues in unfamiliar codebases or languages"],"best_for":["Developers debugging issues in unfamiliar languages or frameworks","Junior developers learning debugging techniques","Teams needing quick diagnosis of production issues"],"limitations":["Diagnosis accuracy depends on quality of error messages and code context provided","May suggest incorrect fixes if root cause is not apparent from provided information","Complex bugs involving multiple systems or race conditions may be difficult to diagnose","Requires developer judgment to validate suggested fixes before applying","No real-time debugging capabilities; cannot inspect runtime state or variables"],"requires":["Error message or stack trace","Relevant code snippet or context","Description of expected vs. actual behavior"],"input_types":["error messages","stack traces","code snippets","descriptions of unexpected behavior"],"output_types":["error explanations","debugging suggestions","corrected code","step-by-step debugging guidance"],"categories":["code-generation-editing","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"awesome-copilot__cap_9","uri":"capability://text.generation.language.learning.and.educational.content.generation.with.explanations","name":"learning and educational content generation with explanations","description":"Generates educational content, explanations, and learning materials on specified topics. Creates summaries, tutorials, quizzes, or study guides tailored to different learning levels (beginner, intermediate, advanced). Uses pedagogical patterns to break down complex concepts into understandable components and provide examples or analogies.","intents":["Learn a new topic by getting clear explanations and examples","Generate study materials or quizzes for self-assessment","Understand complex concepts through analogies and simplified explanations","Create educational content for teaching others"],"best_for":["Students learning new subjects or skills","Educators creating learning materials","Professionals upskilling in new domains","Teams onboarding new members"],"limitations":["Explanations may oversimplify complex topics or miss important nuances","Examples may not be relevant to learner's specific context or use case","No adaptive learning; cannot adjust difficulty based on learner's actual comprehension","Quizzes or assessments are not graded or tracked; no learning progress monitoring","May reinforce misconceptions if explanations are inaccurate"],"requires":["Clear specification of topic and learning level","Learner's existing knowledge or background (optional but helpful)","Specific learning objectives or questions"],"input_types":["topic specifications","learning level (beginner, intermediate, advanced)","specific questions or concepts to explain"],"output_types":["explanations and tutorials","study guides","quizzes or practice problems","examples and analogies"],"categories":["text-generation-language","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":24,"verified":false,"data_access_risk":"high","permissions":["Internet connection for web search functionality","Microsoft account or authentication (specific requirements unknown)","Modern web browser or Copilot app installation","Clear natural language description of the desired code behavior","Basic understanding of the target programming language (for code review)","Development environment to test and execute generated code","Clear description of business challenge or decision","Relevant context about constraints, resources, goals, or organizational factors","Willingness to adapt recommendations to specific situation","Detailed natural language description of desired image"],"failure_modes":["Web search integration may introduce latency (typically 2-5 seconds per query with live data)","Conversation context window is finite; very long conversations may lose early context","Accuracy depends on web search result quality and LLM's ability to synthesize conflicting sources","Generated code may require manual review and testing; not production-ready without validation","Complex multi-file projects or architectural patterns may produce incomplete or inconsistent code","Language-specific idioms and best practices vary in quality across different programming languages","No real-time linting or compilation feedback; errors only surface during actual execution","Recommendations are generic and may not account for industry-specific context or organizational culture","Cannot access proprietary business data or real-time market information","Advice may not reflect latest business trends or emerging best practices","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.05,"quality":0.32,"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":"2026-06-17T09:51:03.036Z","last_scraped_at":"2026-05-03T14:00:20.516Z","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=copilot","compare_url":"https://unfragile.ai/compare?artifact=copilot"}},"signature":"+mG4LfLwsRp79HxMNEgidGUEUAupa6tyj3DOAwt2r5XDRgRLwhCISK+XOylEJ9ItFEcJTQGMIHL7tGF/FfUNAA==","signedAt":"2026-06-21T14:12:22.461Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/copilot","artifact":"https://unfragile.ai/copilot","verify":"https://unfragile.ai/api/v1/verify?slug=copilot","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"}}