{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"hf-space-qwen--qwen2.5-coder-artifacts","slug":"qwen--qwen2.5-coder-artifacts","name":"Qwen2.5-Coder-Artifacts","type":"webapp","url":"https://huggingface.co/spaces/Qwen/Qwen2.5-Coder-Artifacts","page_url":"https://unfragile.ai/qwen--qwen2.5-coder-artifacts","categories":["automation"],"tags":["gradio","region:us"],"pricing":{"model":"free","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"hf-space-qwen--qwen2.5-coder-artifacts__cap_0","uri":"capability://code.generation.editing.context.aware.code.generation.from.natural.language","name":"context-aware code generation from natural language","description":"Generates executable code artifacts from natural language descriptions using Qwen2.5-Coder's instruction-tuned transformer backbone. 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The model maintains proper indentation, bracket matching, and language idioms without post-processing, producing code that compiles or runs without syntax errors in most cases.","intents":["I need to generate working code in a specific language without manually fixing syntax errors","I want to quickly scaffold boilerplate in multiple languages from a single description","I need code that follows language conventions and best practices automatically"],"best_for":["polyglot development teams working across multiple tech stacks","developers learning new languages who want syntactically correct examples","rapid prototyping scenarios where syntax correctness is critical"],"limitations":["Language support varies — some languages have lower quality output due to less training data","Complex language-specific features (macros, generics, async patterns) may not generate correctly","No real-time syntax validation — malformed code may be generated for edge cases","Framework-specific idioms (Django, React hooks, etc.) require explicit prompting to generate correctly"],"requires":["Web browser with JavaScript enabled","Knowledge of target language syntax to validate output"],"input_types":["natural language descriptions with language hints","code snippets showing desired style or patterns"],"output_types":["syntactically valid code in target language","complete functions or classes","boilerplate and scaffolding"],"categories":["code-generation-editing"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"hf-space-qwen--qwen2.5-coder-artifacts__cap_10","uri":"capability://code.generation.editing.code.migration.and.compatibility.assistance","name":"code migration and compatibility assistance","description":"Generates code to migrate between language versions, frameworks, or libraries by understanding API changes and deprecations. The model produces migration code that handles compatibility layers, updates deprecated function calls, and manages breaking changes across versions without requiring manual research.","intents":["I want to migrate code from Python 2 to Python 3 or between major framework versions","I need to update code that uses deprecated APIs to use current versions","I want to port code from one language or framework to another"],"best_for":["teams maintaining legacy code and upgrading dependencies","developers migrating between frameworks or language versions","organizations consolidating codebases across different technologies"],"limitations":["Migration knowledge is limited to training data — very recent versions may not be supported","Complex behavioral changes between versions may not be captured","No validation that migrated code maintains original functionality","Breaking changes may require manual intervention beyond generated code"],"requires":["Web browser with JavaScript enabled"],"input_types":["code in old version or framework","target version or framework specification"],"output_types":["migrated code","compatibility layers","deprecation fixes","migration guides"],"categories":["code-generation-editing","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"hf-space-qwen--qwen2.5-coder-artifacts__cap_11","uri":"capability://code.generation.editing.performance.profiling.and.optimization.recommendations","name":"performance profiling and optimization recommendations","description":"Analyzes code for performance bottlenecks and generates optimized versions with explanations of improvements. The model identifies inefficient patterns (N+1 queries, unnecessary loops, memory leaks) and suggests algorithmic improvements, caching strategies, and parallelization opportunities without requiring external profiling tools.","intents":["I want to identify performance bottlenecks in my code without running a profiler","I need suggestions for optimizing slow code","I want to understand why code is slow and how to make it faster"],"best_for":["developers optimizing performance-critical code","teams addressing performance regressions","learners understanding performance optimization techniques"],"limitations":["Performance analysis is static — cannot detect runtime bottlenecks without execution","Optimization suggestions are generic — may not account for actual data patterns or system constraints","No understanding of hardware constraints or deployment environment","Suggested optimizations may trade memory for speed or vice versa without explicit trade-off analysis"],"requires":["Web browser with JavaScript enabled"],"input_types":["code artifacts","descriptions of performance issues or constraints"],"output_types":["optimized code versions","performance improvement explanations","caching and parallelization suggestions","algorithmic improvements"],"categories":["code-generation-editing","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"hf-space-qwen--qwen2.5-coder-artifacts__cap_2","uri":"capability://code.generation.editing.interactive.artifact.preview.and.live.editing","name":"interactive artifact preview and live editing","description":"Provides a real-time preview pane within the Gradio interface that renders generated HTML/CSS/JavaScript artifacts immediately, allowing users to see output without copying code to external editors. The preview updates dynamically as code is regenerated or manually edited, using Gradio's iframe-based sandboxing to isolate artifact execution from the main application context.","intents":["I want to see what my generated UI looks like instantly without leaving the chat interface","I need to iterate on visual components and see changes in real-time","I want to validate that generated code actually works before copying it elsewhere"],"best_for":["frontend developers building UI components interactively","designers prototyping visual layouts quickly","developers validating code generation output without external tools"],"limitations":["Preview sandbox restricts external API calls and cross-origin requests for security","No access to browser DevTools or debugging capabilities within preview","Large artifacts may render slowly or cause preview pane to freeze","Preview only supports client-side code — server-side logic cannot be tested"],"requires":["Web browser with iframe support and JavaScript enabled","Modern browser with CSS Grid/Flexbox support for complex layouts"],"input_types":["generated HTML/CSS/JavaScript code","manually edited code in the editor pane"],"output_types":["rendered HTML/CSS output","interactive UI components","visual feedback on code changes"],"categories":["code-generation-editing","image-visual"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"hf-space-qwen--qwen2.5-coder-artifacts__cap_3","uri":"capability://memory.knowledge.conversational.code.refinement.with.context.retention","name":"conversational code refinement with context retention","description":"Maintains full conversation history across multiple turns, allowing users to request modifications, bug fixes, or feature additions to previously generated code without re-providing the original context. The model uses attention mechanisms to reference earlier code artifacts and user feedback, enabling iterative development workflows where each prompt builds on prior exchanges rather than treating each request as independent.","intents":["I want to ask for changes to code I generated earlier without re-explaining the full context","I need to fix bugs or add features to generated artifacts through follow-up prompts","I want to have a conversation about code design and iterate collaboratively"],"best_for":["developers building complex features through iterative refinement","teams collaborating on code generation within a single session","exploratory programming where requirements evolve through conversation"],"limitations":["Context window is finite — very long conversations may lose early context","No persistent storage between sessions — closing the browser loses all conversation history","Model may hallucinate or misremember details from earlier turns in very long conversations","No explicit version control — users must manually track which iteration is current"],"requires":["Web browser with session persistence","Continuous internet connection to HuggingFace Spaces"],"input_types":["follow-up prompts referencing earlier code","modification requests","bug reports and feature requests"],"output_types":["updated code artifacts","explanations of changes","refined implementations"],"categories":["memory-knowledge","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"hf-space-qwen--qwen2.5-coder-artifacts__cap_4","uri":"capability://text.generation.language.code.explanation.and.documentation.generation","name":"code explanation and documentation generation","description":"Generates natural language explanations of code functionality, including docstrings, comments, and architectural overviews. The model analyzes code structure through AST-like understanding and produces human-readable documentation that explains intent, parameters, return values, and usage examples without requiring explicit annotation.","intents":["I want to understand what a generated code artifact does without reading the implementation","I need to generate documentation and comments for code I've created","I want to learn how a code snippet works by getting an explanation in plain English"],"best_for":["developers documenting code for teams or open-source projects","learners understanding code examples and patterns","teams maintaining legacy code with missing documentation"],"limitations":["Explanations may be inaccurate for complex algorithms or non-obvious logic","Generated docstrings may not match all code paths or edge cases","No automatic validation that explanations match actual code behavior","Explanations are generic — may not capture domain-specific context or business logic"],"requires":["Web browser with JavaScript enabled"],"input_types":["code snippets or complete artifacts","requests for specific documentation types (docstrings, comments, README)"],"output_types":["natural language explanations","docstrings and comments","usage examples","architectural descriptions"],"categories":["text-generation-language","code-generation-editing"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"hf-space-qwen--qwen2.5-coder-artifacts__cap_5","uri":"capability://code.generation.editing.error.detection.and.debugging.assistance","name":"error detection and debugging assistance","description":"Analyzes generated or user-provided code to identify potential bugs, logical errors, and runtime issues. The model uses code understanding to flag common pitfalls (null pointer dereferences, off-by-one errors, type mismatches) and suggests fixes or improvements without requiring external linting tools.","intents":["I want to find bugs in generated code before running it","I need help debugging code that isn't working as expected","I want suggestions for improving code quality and avoiding common mistakes"],"best_for":["developers validating generated code quality","teams catching bugs early in the development cycle","learners understanding common programming mistakes"],"limitations":["Detection accuracy varies by language and error type — complex logic errors may be missed","No runtime execution context — cannot detect errors that only manifest at runtime","May produce false positives for valid but unconventional code patterns","Cannot detect security vulnerabilities or performance issues comprehensively"],"requires":["Web browser with JavaScript enabled"],"input_types":["code snippets or complete artifacts","error messages or descriptions of unexpected behavior"],"output_types":["list of identified issues","suggested fixes","improved code versions","explanations of why code is problematic"],"categories":["code-generation-editing","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"hf-space-qwen--qwen2.5-coder-artifacts__cap_6","uri":"capability://code.generation.editing.code.refactoring.and.optimization.suggestions","name":"code refactoring and optimization suggestions","description":"Suggests refactoring opportunities and performance optimizations for existing code by analyzing structure, complexity, and patterns. The model identifies opportunities for abstraction, simplification, and efficiency improvements, providing before/after examples and explaining the benefits of each change.","intents":["I want to improve the quality and readability of generated code","I need suggestions for making code more efficient or maintainable","I want to refactor code to follow best practices and design patterns"],"best_for":["developers improving code quality in iterative development","teams establishing code standards and best practices","learners understanding refactoring techniques and design patterns"],"limitations":["Suggestions may not align with project-specific coding standards or constraints","Performance optimizations are generic — may not account for actual bottlenecks","No understanding of business context or legacy system constraints","Refactoring suggestions may introduce breaking changes without explicit warning"],"requires":["Web browser with JavaScript enabled"],"input_types":["code snippets or complete artifacts","requests for specific refactoring types (simplification, performance, readability)"],"output_types":["refactored code versions","optimization suggestions","explanations of improvements","before/after comparisons"],"categories":["code-generation-editing","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"hf-space-qwen--qwen2.5-coder-artifacts__cap_7","uri":"capability://code.generation.editing.test.case.generation.and.validation","name":"test case generation and validation","description":"Generates unit tests, integration tests, and test cases for code artifacts based on function signatures and documented behavior. The model creates test scenarios covering normal cases, edge cases, and error conditions, producing executable test code in frameworks like Jest, pytest, or unittest without requiring manual test writing.","intents":["I want to generate tests for code I've created without writing them manually","I need test coverage for edge cases and error conditions","I want to validate that generated code works correctly through automated tests"],"best_for":["developers ensuring code quality through automated testing","teams establishing test coverage requirements","rapid prototyping scenarios where test coverage is critical"],"limitations":["Generated tests may not cover all edge cases or domain-specific scenarios","Test quality depends on code clarity — ambiguous functions produce weak tests","No understanding of actual system behavior or integration points","Tests must be manually reviewed and validated before use in production"],"requires":["Web browser with JavaScript enabled","Test framework installed locally to execute generated tests"],"input_types":["code artifacts or function signatures","descriptions of expected behavior or requirements"],"output_types":["executable test code","test cases covering normal and edge cases","test fixtures and mocks"],"categories":["code-generation-editing","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"hf-space-qwen--qwen2.5-coder-artifacts__cap_8","uri":"capability://code.generation.editing.api.and.library.integration.code.generation","name":"api and library integration code generation","description":"Generates code that integrates with external APIs, libraries, and frameworks by understanding common patterns and API signatures. The model produces correct function calls, parameter handling, error management, and authentication code for popular services (REST APIs, SDKs, databases) without requiring users to manually consult documentation.","intents":["I want to generate code that calls an external API without reading the documentation","I need to integrate a library or framework into my project with correct usage patterns","I want to handle authentication and error cases for API calls automatically"],"best_for":["developers integrating third-party services quickly","teams building applications with multiple external dependencies","rapid prototyping scenarios requiring quick API integration"],"limitations":["API knowledge is limited to training data — newer APIs or recent versions may not be supported","Authentication patterns vary widely — generated code may require manual adjustment","No real-time validation that generated code works with actual API versions","Error handling may be generic and not account for service-specific edge cases"],"requires":["Web browser with JavaScript enabled","API credentials or keys for actual integration testing"],"input_types":["API names or library names","descriptions of desired integration","authentication requirements"],"output_types":["API client code","function calls with correct parameters","error handling and retry logic","authentication setup code"],"categories":["code-generation-editing","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"hf-space-qwen--qwen2.5-coder-artifacts__cap_9","uri":"capability://planning.reasoning.architecture.and.design.pattern.suggestions","name":"architecture and design pattern suggestions","description":"Analyzes code structure and suggests appropriate design patterns, architectural improvements, and structural refactorings. The model identifies opportunities to apply patterns like MVC, dependency injection, factory patterns, and recommends structural changes that improve maintainability and scalability without changing functionality.","intents":["I want suggestions for how to structure my code using established design patterns","I need to understand what architectural pattern would work best for my use case","I want to refactor code to follow SOLID principles and best practices"],"best_for":["architects designing system structure","teams establishing coding standards and patterns","developers learning design patterns through practical examples"],"limitations":["Suggestions are generic — may not account for project-specific constraints or legacy systems","No understanding of team expertise or organizational preferences","Architectural changes may require significant refactoring with breaking changes","Pattern recommendations may be over-engineered for simple use cases"],"requires":["Web browser with JavaScript enabled"],"input_types":["code artifacts or project structure descriptions","descriptions of system requirements and constraints"],"output_types":["design pattern recommendations","architectural diagrams or descriptions","refactored code examples","explanations of benefits and trade-offs"],"categories":["planning-reasoning","code-generation-editing"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":26,"verified":false,"data_access_risk":"high","permissions":["Web browser with modern JavaScript support","Internet connection to HuggingFace Spaces infrastructure","No API key required for free tier access","Web browser with JavaScript enabled","Knowledge of target language syntax to validate output","Web browser with iframe support and JavaScript enabled","Modern browser with CSS Grid/Flexbox support for complex layouts","Web browser with session persistence","Continuous internet connection to HuggingFace Spaces","Test framework installed locally to execute generated tests"],"failure_modes":["Generated code quality varies with prompt clarity; ambiguous descriptions produce suboptimal output","No built-in code execution sandbox — generated artifacts must be validated externally","Context window limitations may truncate multi-file generation requests","No persistent memory between sessions — each conversation starts fresh without prior context","Language support varies — some languages have lower quality output due to less training data","Complex language-specific features (macros, generics, async patterns) may not generate correctly","No real-time syntax validation — malformed code may be generated for edge cases","Framework-specific idioms (Django, React hooks, etc.) require explicit prompting to generate correctly","Migration knowledge is limited to training data — very recent versions may not be supported","Complex behavioral changes between versions may not be captured","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.05,"quality":0.34,"ecosystem":0.36,"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":"2026-05-24T12:16:23.325Z","last_scraped_at":"2026-05-03T14:22:48.012Z","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=qwen--qwen2.5-coder-artifacts","compare_url":"https://unfragile.ai/compare?artifact=qwen--qwen2.5-coder-artifacts"}},"signature":"WXhHeHZ0qWjZgu1EijmGiNoKMyf5Bfcudnp9NEcUIRbvJUGoWjylFLf4Mp6/NfbSI17DLahYURdyGlVt7AtPAg==","signedAt":"2026-06-21T20:03:26.732Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/qwen--qwen2.5-coder-artifacts","artifact":"https://unfragile.ai/qwen--qwen2.5-coder-artifacts","verify":"https://unfragile.ai/api/v1/verify?slug=qwen--qwen2.5-coder-artifacts","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"}}