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The system maintains language-agnostic parsing to handle multiple programming languages.","intents":["I need to understand what this legacy code block does without reading every line","I want to quickly grasp the purpose of an unfamiliar function or algorithm","I'm reviewing code and need concise explanations for documentation or knowledge transfer"],"best_for":["solo developers working with unfamiliar codebases","teams onboarding new engineers to legacy systems","code reviewers needing rapid comprehension of complex logic"],"limitations":["ML explanations may oversimplify complex domain-specific logic or miss edge cases","Requires network connectivity to Denigma backend; offline mode not supported","Accuracy depends on code clarity — obfuscated or poorly-formatted code may produce less useful explanations","Free tier likely has rate limits on explanation requests per day/month"],"requires":["VS Code 1.50 or later","Active internet connection","Denigma account (free or paid tier)","Code selection or cursor positioning in editor"],"input_types":["code snippets (selected text)","full functions or methods","code blocks in multiple languages (Python, JavaScript, Java, C++, Go, Rust, etc.)"],"output_types":["natural language explanation (text)","formatted markdown with syntax highlighting","inline editor annotations or side-panel display"],"categories":["code-generation-editing","text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-denigmaapp-denigma__cap_1","uri":"capability://code.generation.editing.multi.language.code.explanation.with.syntax.aware.parsing","name":"multi-language code explanation with syntax-aware parsing","description":"Detects the programming language of selected code using VS Code's language mode detection and syntax highlighting metadata, then routes the code to language-specific ML explanation pipelines. The backend maintains separate trained models or prompt templates optimized for each language's idioms, libraries, and common patterns, ensuring explanations reference language-specific conventions and best practices.","intents":["I need explanations that reference Python idioms and standard library conventions","I want to understand JavaScript async/await patterns in context-specific terms","I'm reading code in a language I'm less familiar with and need culturally-aware explanations"],"best_for":["polyglot developers working across multiple languages","teams with mixed-language codebases (e.g., Python backend + JavaScript frontend)","developers learning new languages who benefit from language-specific context"],"limitations":["Explanation quality varies by language — popular languages (Python, JavaScript, Java) likely have better models than niche languages","Language detection relies on VS Code's mode detection; ambiguous file types may be misclassified","No support for domain-specific languages (DSLs) or custom language extensions unless explicitly trained"],"requires":["VS Code language mode correctly set for the file","Code in a supported language (likely 10-20 major languages)","Denigma backend support for that language"],"input_types":["code in Python, JavaScript, TypeScript, Java, C++, Go, Rust, C#, PHP, Ruby, etc."],"output_types":["language-specific natural language explanation","references to standard library or framework idioms"],"categories":["code-generation-editing","text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-denigmaapp-denigma__cap_2","uri":"capability://automation.workflow.keybinding.triggered.explanation.activation.with.editor.integration","name":"keybinding-triggered explanation activation with editor integration","description":"Registers custom keybindings in VS Code (e.g., Ctrl+Alt+E or Cmd+Shift+D) that capture the current editor selection or cursor position, extract the code context, and trigger explanation generation without requiring menu navigation or mouse interaction. The extension hooks into VS Code's command palette and keybinding system to provide instant, keyboard-driven access to explanations, improving workflow efficiency for power users.","intents":["I want to explain code with a single keyboard shortcut without breaking my typing flow","I need to quickly toggle explanations on/off while reviewing code","I want to customize keybindings to match my existing editor muscle memory"],"best_for":["power users and keyboard-centric developers","developers in high-volume code review workflows","teams with standardized keybinding conventions"],"limitations":["Keybindings may conflict with other VS Code extensions or user-defined bindings","No support for context-specific keybindings (e.g., different bindings for different file types)","Explanation latency (network round-trip) means keybinding press doesn't immediately show results; users must wait for backend response"],"requires":["VS Code 1.50+","Denigma extension installed and enabled","Optional: custom keybinding configuration in VS Code settings"],"input_types":["selected code text","cursor position (for implicit selection of current line/function)"],"output_types":["explanation displayed in editor panel or tooltip"],"categories":["automation-workflow","code-generation-editing"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-denigmaapp-denigma__cap_3","uri":"capability://automation.workflow.freemium.subscription.model.with.rate.limited.api.access","name":"freemium subscription model with rate-limited api access","description":"Implements a tiered access model where free users receive a limited number of explanation requests per day/month (likely 5-20 per day), while paid subscribers unlock unlimited or higher-tier access. The extension tracks API usage client-side and enforces rate limits by disabling the explanation button or showing upgrade prompts when limits are exceeded. Backend API keys are tied to user accounts, enabling usage tracking and enforcement across devices.","intents":["I want to try Denigma without paying to see if it's useful for my workflow","I need unlimited explanations and am willing to pay for a subscription","I want to understand the cost/benefit before committing to a paid plan"],"best_for":["individual developers evaluating the tool","teams with variable explanation needs (some heavy users, some light users)","organizations wanting to pilot the tool before enterprise adoption"],"limitations":["Free tier rate limits may be too restrictive for heavy code review workflows (e.g., reviewing 50+ functions per day)","No per-team or per-organization licensing model mentioned; likely individual seat-based pricing","Upgrade prompts may create friction and interrupt workflow"],"requires":["Denigma account (free or paid)","Internet connectivity to validate subscription status","API key provisioned by Denigma backend"],"input_types":["user account tier (free vs paid)","usage metrics (requests per day)"],"output_types":["access grant or denial","upgrade prompt or rate-limit notification"],"categories":["automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-denigmaapp-denigma__cap_4","uri":"capability://code.generation.editing.backend.ml.inference.with.asynchronous.explanation.generation","name":"backend ml inference with asynchronous explanation generation","description":"Sends selected code to Denigma's cloud backend service where trained ML models (likely fine-tuned language models or transformer-based architectures) perform inference to generate explanations. The extension uses asynchronous HTTP requests (likely REST or GraphQL) to avoid blocking the editor UI while waiting for backend responses. Explanations are streamed or returned in chunks, allowing progressive display in the editor as tokens are generated.","intents":["I need explanations generated by powerful ML models without running inference locally on my machine","I want explanations to appear progressively as they're generated, rather than waiting for full completion","I need explanations for code in languages or patterns my local environment doesn't support"],"best_for":["developers without GPU resources for local inference","teams wanting centralized, managed ML infrastructure","users prioritizing explanation quality over latency"],"limitations":["Network latency adds 500ms-2s per explanation request (round-trip time + inference time)","Backend outages or rate limiting can block explanation generation","Code is sent to external servers, raising privacy concerns for proprietary or sensitive code","No offline mode; explanations require internet connectivity"],"requires":["Active internet connection","Denigma backend service running and accessible","Valid API key or authentication token","HTTPS/TLS for secure code transmission"],"input_types":["code snippet (text)","language identifier","optional: file path or context metadata"],"output_types":["natural language explanation (text)","optional: structured metadata (complexity score, tags, related patterns)"],"categories":["code-generation-editing","text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":38,"verified":false,"data_access_risk":"moderate","permissions":["VS Code 1.50 or later","Active internet connection","Denigma account (free or paid tier)","Code selection or cursor positioning in editor","VS Code language mode correctly set for the file","Code in a supported language (likely 10-20 major languages)","Denigma backend support for that language","VS Code 1.50+","Denigma extension installed and enabled","Optional: custom keybinding configuration in VS Code settings"],"failure_modes":["ML explanations may oversimplify complex domain-specific logic or miss edge cases","Requires network connectivity to Denigma backend; offline mode not supported","Accuracy depends on code clarity — obfuscated or poorly-formatted code may produce less useful explanations","Free tier likely has rate limits on explanation requests per day/month","Explanation quality varies by language — popular languages (Python, JavaScript, Java) likely have better models than niche languages","Language detection relies on VS Code's mode detection; ambiguous file types may be misclassified","No support for domain-specific languages (DSLs) or custom language extensions unless explicitly trained","Keybindings may conflict with other VS Code extensions or user-defined bindings","No support for context-specific keybindings (e.g., different bindings for different file types)","Explanation latency (network round-trip) means keybinding press doesn't immediately show results; users must wait for backend response","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.56,"quality":0.2,"ecosystem":0.18,"match_graph":0.25,"freshness":0.9,"weights":{"adoption":0.25,"quality":0.25,"ecosystem":0.15,"match_graph":0.23,"freshness":0.12}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"active","updated_at":"2026-05-24T12:16:34.118Z","last_scraped_at":"2026-05-03T15:20:36.253Z","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=denigma-ai","compare_url":"https://unfragile.ai/compare?artifact=denigma-ai"}},"signature":"WLwjHvG6zfH8L0xHbAmiskoNATvnaALxgi9D8t0oiwM8YXSteQsPyGPqZXNIZQtmi9KRUP4O9P3fbuHLT+2JAQ==","signedAt":"2026-06-16T10:41:23.023Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/denigma-ai","artifact":"https://unfragile.ai/denigma-ai","verify":"https://unfragile.ai/api/v1/verify?slug=denigma-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"}}