{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"vscode-roylam23-gpt-code","slug":"gpt-code","name":"GPT Code","type":"extension","url":"https://marketplace.visualstudio.com/items?itemName=Roylam23.gpt-code","page_url":"https://unfragile.ai/gpt-code","categories":["code-editors"],"tags":["ai","chat","chatgpt","code assistant","code completion","code copilot","code explain","code generator","code refactoring","code snippet","gpt","gpt-3"],"pricing":{"model":"freemium","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"vscode-roylam23-gpt-code__cap_0","uri":"capability://code.generation.editing.context.aware.code.generation.from.natural.language.prompts","name":"context-aware code generation from natural language prompts","description":"Generates code snippets and complete functions by accepting natural language descriptions through a VS Code sidebar interface, sending prompts to OpenAI's GPT models (3.5-turbo or GPT-4 with whitelisting), and inserting generated code directly into the active editor. The extension maintains conversation history within the session to allow iterative refinement of generated code through follow-up prompts.","intents":["I want to generate a function to handle user authentication without writing boilerplate from scratch","I need to quickly scaffold a new component or module based on a description","I want to generate code snippets for common patterns in multiple programming languages"],"best_for":["solo developers building prototypes or MVPs","teams looking to accelerate routine code generation tasks","developers working across multiple programming languages who need language-agnostic prompting"],"limitations":["No access to project-wide context or codebase structure — generates code based only on explicit user prompts and conversation history","Generated code quality depends entirely on prompt clarity; no static analysis or linting of output before insertion","API rate limits and token limits apply per OpenAI account; long conversations may hit token boundaries","No built-in version control integration — generated code is inserted directly without diff preview or rollback capability"],"requires":["VS Code (minimum version unknown)","OpenAI API key with GPT-3.5-turbo or GPT-4 access","Network connectivity to OpenAI API endpoints"],"input_types":["natural language text prompts","code snippets for context (via conversation history)"],"output_types":["code strings (inserted into editor)","multi-language code (Python, JavaScript, Java, C++, etc.)"],"categories":["code-generation-editing","developer-tools"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-roylam23-gpt-code__cap_1","uri":"capability://code.generation.editing.multi.language.code.completion.and.suggestion","name":"multi-language code completion and suggestion","description":"Provides language-aware code completion suggestions by analyzing the current file's language context and sending partial code or cursor position to OpenAI, returning contextually appropriate completions. The extension claims support for multiple programming languages through language detection and language-specific prompt engineering, though specific supported languages are not enumerated.","intents":["I want autocomplete suggestions that understand my programming language's idioms and conventions","I need to complete a code block without manually typing boilerplate or repetitive patterns","I want suggestions that work across different languages in a polyglot project"],"best_for":["developers working in multiple programming languages","teams with polyglot codebases (Python + JavaScript + Go, etc.)","developers seeking language-aware suggestions without language-specific plugins"],"limitations":["Language detection and context passing mechanism is undocumented — unclear whether it reads full file or only visible lines","Completion latency depends on OpenAI API response time; no local fallback or caching of suggestions","No integration with language servers (LSP) — suggestions are purely LLM-based without semantic understanding of syntax trees","Specific supported languages not documented; may have degraded quality for less common or newer languages"],"requires":["VS Code (minimum version unknown)","OpenAI API key","File with recognized programming language extension"],"input_types":["partial code context","cursor position in editor"],"output_types":["code completion strings","suggestion lists"],"categories":["code-generation-editing","developer-tools"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-roylam23-gpt-code__cap_10","uri":"capability://automation.workflow.configuration.management.via.command.palette","name":"configuration management via command palette","description":"Exposes extension settings and configuration through VS Code's command palette via the 'GPT Code Configure' command, allowing users to set API keys, select models, configure proxy endpoints, and adjust sentiment/mode settings without manually editing configuration files. Configuration is stored in VS Code's extension settings storage.","intents":["I want to set up my OpenAI API key without editing JSON configuration files","I want to switch between GPT-3.5-turbo and GPT-4 without restarting VS Code","I want to configure proxy settings for my region"],"best_for":["developers unfamiliar with VS Code configuration files","teams with non-technical users who need to configure the extension","users who prefer GUI-based configuration over manual file editing"],"limitations":["Configuration UI mechanism is undocumented — unclear if it's a form, dialog, or input prompts","No validation of configuration values — invalid API keys or proxy endpoints may not be caught until runtime","Configuration changes may require VS Code restart to take effect (standard VS Code behavior, but not documented)","No configuration export or import — settings cannot be easily shared across team members or machines"],"requires":["VS Code (minimum version unknown)","Access to command palette (Ctrl+Shift+P or Cmd+Shift+P)"],"input_types":["configuration values (API key, model selection, proxy URL, etc.)"],"output_types":["stored extension settings"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-roylam23-gpt-code__cap_2","uri":"capability://text.generation.language.interactive.code.explanation.and.documentation.generation","name":"interactive code explanation and documentation generation","description":"Analyzes selected code blocks or entire files and generates human-readable explanations by sending code to OpenAI, returning detailed descriptions of functionality, logic flow, and purpose. The explanation is displayed in the sidebar chat interface, allowing developers to ask follow-up questions about specific code sections through the conversation history mechanism.","intents":["I need to understand what this legacy code function does without reading through complex logic","I want to generate documentation or comments for code I've written or inherited","I need to explain code behavior to a team member or in a code review"],"best_for":["developers onboarding to unfamiliar codebases","teams maintaining legacy code with minimal documentation","technical writers generating API documentation from source code"],"limitations":["Explanation quality depends on code clarity and OpenAI's understanding — may produce incorrect or misleading explanations for obfuscated or highly complex code","No semantic analysis of code structure — explanations are based on pattern matching rather than AST parsing or type information","Explanations are not cached or stored persistently; regenerating explanations for the same code requires new API calls","No integration with documentation generators (Javadoc, JSDoc, etc.) — output is conversational, not structured for automated doc generation"],"requires":["VS Code (minimum version unknown)","OpenAI API key","Code selection or file open in editor"],"input_types":["code text (selected or full file)","follow-up questions in conversation"],"output_types":["natural language explanations","conversational responses"],"categories":["text-generation-language","code-generation-editing"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-roylam23-gpt-code__cap_3","uri":"capability://code.generation.editing.code.refactoring.and.transformation.via.natural.language.instructions","name":"code refactoring and transformation via natural language instructions","description":"Accepts natural language refactoring instructions (e.g., 'extract this function', 'rename variables for clarity', 'convert to async/await') and applies transformations to selected code by sending the code and instruction to OpenAI, then inserting the refactored result back into the editor. The extension supports editing of previously generated responses through a 'Historic message edit' feature, allowing users to regenerate or modify refactoring results without re-selecting code.","intents":["I want to refactor this function to be more readable without manually rewriting it","I need to convert code from one pattern to another (callbacks to promises, class to functional, etc.)","I want to apply a consistent naming convention or code style across a selection"],"best_for":["developers performing large-scale refactoring tasks","teams standardizing code style or patterns across a codebase","developers learning refactoring patterns by seeing AI-generated examples"],"limitations":["No semantic validation of refactored code — transformations may introduce bugs or break type safety","No diff preview before applying changes — refactored code is inserted directly, requiring manual review and undo if incorrect","Refactoring quality depends on instruction clarity and OpenAI's understanding of intent; ambiguous instructions may produce unexpected results","No integration with linters or type checkers — refactored code is not automatically validated against project standards","Historic message edit feature allows regeneration but does not preserve version history or allow branching of edits"],"requires":["VS Code (minimum version unknown)","OpenAI API key","Code selection in editor"],"input_types":["code text (selected)","natural language refactoring instructions"],"output_types":["refactored code strings","alternative code implementations"],"categories":["code-generation-editing","developer-tools"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-roylam23-gpt-code__cap_4","uri":"capability://text.generation.language.sentiment.aware.response.generation","name":"sentiment-aware response generation","description":"Generates responses to code-related questions with configurable sentiment or tone (feature listed but specific sentiment options and implementation details are undocumented). The extension likely applies prompt engineering or post-processing to adjust the emotional tone or formality of responses based on user configuration, though the exact mechanism and available sentiment modes are unknown.","intents":["I want explanations or suggestions in a formal, professional tone for documentation purposes","I want friendly, conversational explanations for learning or mentoring contexts","I want concise, technical responses without verbose explanations"],"best_for":["teams with varying communication preferences or cultural norms","developers using the tool for both technical documentation and casual learning","non-native English speakers who benefit from adjusted formality levels"],"limitations":["Sentiment configuration options are not documented — unclear what tones or sentiments are available","Implementation mechanism is unknown — may be prompt-based (affecting quality) or post-processing (affecting accuracy)","No validation that sentiment adjustments preserve technical accuracy — tone changes may obscure important details","Sentiment feature is listed as present but lacks any usage examples or documentation"],"requires":["VS Code (minimum version unknown)","OpenAI API key","Sentiment configuration in extension settings"],"input_types":["code-related questions or prompts"],"output_types":["sentiment-adjusted text responses"],"categories":["text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-roylam23-gpt-code__cap_5","uri":"capability://automation.workflow.mode.based.operation.with.context.switching","name":"mode-based operation with context switching","description":"Supports multiple operational modes (feature listed but specific modes are not documented) that likely adjust how the extension processes prompts, accesses context, or generates responses. Modes may include variations such as 'quick mode' for fast suggestions, 'detailed mode' for comprehensive explanations, or 'code-focused mode' for generation-heavy tasks, though the exact modes and their effects are unknown.","intents":["I want fast, lightweight suggestions when I'm in a rapid coding flow","I want detailed, comprehensive explanations when I'm learning or documenting","I want the extension to prioritize code generation vs explanation based on my current task"],"best_for":["developers with varying workflow preferences throughout the day","teams with different use cases (some focused on generation, others on explanation)","power users who want fine-grained control over extension behavior"],"limitations":["Specific modes are not documented — unclear what modes exist or how they differ","Mode switching mechanism is unknown — unclear if modes are user-selectable or automatic","No documentation of performance or quality trade-offs between modes","Mode feature is listed as present but lacks any usage examples or configuration guidance"],"requires":["VS Code (minimum version unknown)","OpenAI API key","Mode configuration in extension settings"],"input_types":["user prompts or code selections"],"output_types":["mode-adjusted responses or suggestions"],"categories":["automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-roylam23-gpt-code__cap_6","uri":"capability://tool.use.integration.proxy.api.support.for.region.restricted.access","name":"proxy api support for region-restricted access","description":"Supports configuration of proxy API endpoints to route OpenAI requests through alternative servers, enabling access in regions where OpenAI's API is blocked or restricted. The extension accepts custom proxy endpoint configuration in settings, allowing users to specify alternative API gateways or regional mirrors that forward requests to OpenAI's infrastructure.","intents":["I'm in a region where OpenAI is blocked and need to use a proxy service to access the API","I want to route requests through a corporate proxy for security or compliance reasons","I need to use a regional API mirror for lower latency"],"best_for":["developers in regions with OpenAI API restrictions (China, Russia, etc.)","enterprises requiring requests to route through corporate proxies","teams using regional API mirrors for performance optimization"],"limitations":["Proxy configuration mechanism is undocumented — unclear how to specify proxy endpoints or authentication","No validation that proxy endpoints are legitimate or secure — users are responsible for proxy security","Proxy latency adds to API response time; no performance metrics or optimization for proxy routing","No built-in support for proxy authentication (username/password, certificates) — unclear if supported"],"requires":["VS Code (minimum version unknown)","OpenAI API key","Proxy API endpoint URL and configuration","Network access to proxy server"],"input_types":["proxy endpoint configuration"],"output_types":["proxied API requests to OpenAI"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-roylam23-gpt-code__cap_7","uri":"capability://tool.use.integration.openai.model.selection.with.gpt.4.whitelisting","name":"openai model selection with gpt-4 whitelisting","description":"Allows configuration of OpenAI model selection between GPT-3.5-turbo and GPT-4, with GPT-4 access requiring explicit whitelisting from OpenAI (a non-standard requirement suggesting custom implementation or outdated documentation). The extension sends requests to the selected model via OpenAI's API, with model choice affecting response quality, latency, and cost.","intents":["I want to use GPT-3.5-turbo for fast, cost-effective suggestions","I want to use GPT-4 for higher-quality code generation and complex refactoring","I want to switch between models based on task complexity"],"best_for":["developers with GPT-4 API access who want higher-quality AI assistance","cost-conscious teams using GPT-3.5-turbo for routine tasks","teams experimenting with model quality trade-offs"],"limitations":["GPT-4 access requires 'whitelisting' from OpenAI — a non-standard requirement that suggests outdated documentation or custom implementation; standard OpenAI API does not require whitelisting for GPT-4","Model selection mechanism is undocumented — unclear if selection is per-request, per-session, or global","No automatic model selection based on task complexity — users must manually choose models","GPT-4 is significantly more expensive than GPT-3.5-turbo; no cost estimation or warnings provided"],"requires":["VS Code (minimum version unknown)","OpenAI API key with GPT-3.5-turbo access (minimum)","OpenAI API key with GPT-4 access (for GPT-4 usage; whitelisting requirement is unclear)"],"input_types":["model selection configuration"],"output_types":["API requests to selected model"],"categories":["tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-roylam23-gpt-code__cap_8","uri":"capability://memory.knowledge.persistent.conversation.history.within.session","name":"persistent conversation history within session","description":"Maintains conversation history throughout a VS Code session, allowing users to reference previous prompts, responses, and generated code in follow-up questions without re-selecting code or losing context. The conversation is displayed in the sidebar chat interface and supports editing of previous messages through the 'Historic message edit' feature, enabling users to regenerate responses or refine earlier prompts.","intents":["I want to ask follow-up questions about code I generated earlier without re-selecting it","I want to refine a previous prompt and regenerate the response without starting over","I want to maintain context across multiple code generation and explanation tasks"],"best_for":["developers using the extension for iterative code generation and refinement","teams collaborating on code generation through shared conversation history","developers learning through multi-turn interactions with the AI"],"limitations":["Conversation history is not persisted across VS Code sessions — closing the extension or restarting VS Code loses all history","No export or sharing of conversation history — history cannot be saved for documentation or team reference","Token limits apply to conversation length; very long conversations may hit OpenAI's token limits and require starting a new conversation","Historic message edit allows regeneration but does not preserve version history or allow branching of edits","No conflict resolution if multiple users edit the same conversation (single-user feature)"],"requires":["VS Code (minimum version unknown)","OpenAI API key","Active VS Code session"],"input_types":["natural language prompts","code selections","follow-up questions"],"output_types":["conversation history","regenerated responses"],"categories":["memory-knowledge","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-roylam23-gpt-code__cap_9","uri":"capability://automation.workflow.sidebar.chat.interface.for.code.centric.interaction","name":"sidebar chat interface for code-centric interaction","description":"Provides a dedicated sidebar panel within VS Code for chat-based interaction with the AI, displaying conversation history, allowing natural language input, and showing AI responses alongside code editor context. The sidebar interface integrates with the editor's selection and file context, enabling users to reference code without explicit copying or pasting.","intents":["I want a dedicated space to interact with the AI without cluttering my editor","I want to see code explanations and suggestions alongside my code","I want a chat-like interface for natural conversation with the AI"],"best_for":["developers preferring chat-based interaction over inline suggestions","teams using the extension for code review and explanation workflows","developers working on large monitors with space for sidebar panels"],"limitations":["Sidebar takes up screen real estate; no option to collapse or hide permanently","No integration with VS Code's native chat or comment features — uses custom UI instead of platform-native components","Sidebar context is limited to conversation history; no access to broader project context or file tree","No keyboard shortcuts documented for sidebar interaction — unclear if sidebar can be accessed via keyboard-only workflow"],"requires":["VS Code (minimum version unknown)","Sufficient screen width to accommodate sidebar without excessive editor compression"],"input_types":["natural language text input","code selections from editor"],"output_types":["conversational responses","code suggestions and explanations"],"categories":["automation-workflow","developer-tools"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":42,"verified":false,"data_access_risk":"high","permissions":["VS Code (minimum version unknown)","OpenAI API key with GPT-3.5-turbo or GPT-4 access","Network connectivity to OpenAI API endpoints","OpenAI API key","File with recognized programming language extension","Access to command palette (Ctrl+Shift+P or Cmd+Shift+P)","Code selection or file open in editor","Code selection in editor","Sentiment configuration in extension settings","Mode configuration in extension settings"],"failure_modes":["No access to project-wide context or codebase structure — generates code based only on explicit user prompts and conversation history","Generated code quality depends entirely on prompt clarity; no static analysis or linting of output before insertion","API rate limits and token limits apply per OpenAI account; long conversations may hit token boundaries","No built-in version control integration — generated code is inserted directly without diff preview or rollback capability","Language detection and context passing mechanism is undocumented — unclear whether it reads full file or only visible lines","Completion latency depends on OpenAI API response time; no local fallback or caching of suggestions","No integration with language servers (LSP) — suggestions are purely LLM-based without semantic understanding of syntax trees","Specific supported languages not documented; may have degraded quality for less common or newer languages","Configuration UI mechanism is undocumented — unclear if it's a form, dialog, or input prompts","No validation of configuration values — invalid API keys or proxy endpoints may not be caught until runtime","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.55,"quality":0.32,"ecosystem":0.35000000000000003,"match_graph":0.25,"freshness":0.75,"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":"2026-05-24T12:16:34.803Z","last_scraped_at":"2026-05-03T15:20:35.026Z","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=gpt-code","compare_url":"https://unfragile.ai/compare?artifact=gpt-code"}},"signature":"72OADZjEW5XHKcIX8cKJC8HcdArx+X5YVGkegqclkEg+XujIS6YrkPjVaPUFDSqMaroeu8dclYaFB+tl9XX2BA==","signedAt":"2026-06-19T21:21:08.813Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/gpt-code","artifact":"https://unfragile.ai/gpt-code","verify":"https://unfragile.ai/api/v1/verify?slug=gpt-code","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"}}