{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"vscode-pcsoftware-readable","slug":"readable-ai-generated-comments","name":"Readable - AI Generated Comments","type":"extension","url":"https://marketplace.visualstudio.com/items?itemName=pcsoftware.readable","page_url":"https://unfragile.ai/readable-ai-generated-comments","categories":["code-editors"],"tags":["ai","autodocstring","c#","c++","comment","comments","completion","completions","csharp","docstring","documentation","java","javascript","keybindings","php","python","snippet","snippets","typescript"],"pricing":{"model":"freemium","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"vscode-pcsoftware-readable__cap_0","uri":"capability://code.generation.editing.keyboard.triggered.docstring.generation.for.functions","name":"keyboard-triggered docstring generation for functions","description":"Generates multi-line function documentation comments by analyzing the function signature and body when user presses Ctrl+' (Windows/Linux) or Cmd+' (macOS). The extension extracts the function context from the current cursor position, sends it to OpenAI's API via Readable's backend, and inserts the generated docstring at the appropriate location (above the function). Works across JavaScript, TypeScript, Python, C, C#, C++, Java, and PHP by using language-specific AST or regex-based function boundary detection.","intents":["I want to quickly document a function I just wrote without manually typing out parameter descriptions and return types","I need to generate JSDoc/docstring comments for multiple functions in a file without context switching","I want to ensure consistent documentation format across my codebase without manual effort"],"best_for":["solo developers and small teams working in VSCode who prioritize documentation velocity over manual control","developers maintaining legacy codebases with undocumented functions","teams adopting strict documentation standards who need automation to enforce consistency"],"limitations":["Requires internet connectivity — no offline fallback or local model support","Extension sometimes fails to generate comments (acknowledged in documentation, failure rate unknown)","Context window limited by OpenAI API — very large functions may be truncated or fail","No customization of comment style/format (JSDoc vs Google style vs NumPy style) — uses OpenAI's default","Cursor must be positioned within or immediately before the function — no batch processing of multiple functions","Paid feature ($19.99/year) — free tier only includes stale comment detection"],"requires":["Visual Studio Code (minimum version unspecified)","Active internet connection","GitHub OAuth or email/password account on readable.so","Active subscription or trial for AI generation features"],"input_types":["function signature and body (extracted from current file context)","optional user-provided context (words typed after // or # to influence specificity)"],"output_types":["formatted docstring/comment block (language-specific: JSDoc for JS/TS, docstring for Python, etc.)"],"categories":["code-generation-editing","documentation-automation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-pcsoftware-readable__cap_1","uri":"capability://code.generation.editing.inline.comment.generation.via.text.trigger","name":"inline comment generation via text trigger","description":"Generates single-line comments for code snippets when user types '//' (C-style languages) or '#' (Python) followed by a space, then presses Tab. The extension captures the preceding line(s) of code, optionally incorporates user-typed context words, sends the code snippet to OpenAI, and inserts the generated comment inline. Supports context-aware generation — users can type words after the comment marker to guide the AI toward specific comment types (e.g., '// TODO' or '# warning').","intents":["I want to add explanatory comments to complex code lines without breaking my typing flow","I need to generate TODO, FIXME, or warning comments for specific code sections with AI assistance","I want to document non-obvious logic or edge cases inline as I write code"],"best_for":["developers who prefer inline documentation over separate docstrings","teams working with complex algorithms or business logic requiring inline explanation","developers who want to maintain flow state while documenting code"],"limitations":["Requires explicit Tab keystroke after comment marker — not fully automatic, requires user awareness of trigger","Limited to single-line comments — multi-line inline comments not supported","Context is limited to preceding lines only — no lookahead to subsequent code","User-provided context words are unstructured — no validation or guidance on what context improves generation quality","Paid feature ($19.99/year) — free tier does not include inline comment generation","No fallback if generation fails — user must manually type comment or retry"],"requires":["Visual Studio Code (minimum version unspecified)","Active internet connection","GitHub OAuth or email/password account on readable.so","Active subscription or trial for AI generation features"],"input_types":["preceding line(s) of code (context window unspecified)","optional user-typed context words after comment marker (e.g., 'TODO', 'warning', 'edge case')"],"output_types":["single-line comment (language-specific: // for C-style, # for Python)"],"categories":["code-generation-editing","documentation-automation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-pcsoftware-readable__cap_2","uri":"capability://code.generation.editing.repository.wide.stale.comment.detection.and.regeneration","name":"repository-wide stale comment detection and regeneration","description":"Scans the entire codebase to identify comments that no longer match their associated code (e.g., function documentation that describes outdated parameters or logic). Accessible via a 'Find Stale Comments' sidebar panel, the extension analyzes each comment against its corresponding code block, flags mismatches, and allows users to regenerate comments in bulk. Uses AST or regex-based comment-to-code association to map comments to their targets across all supported languages.","intents":["I want to find and fix outdated documentation comments across my entire codebase without manually reviewing each file","I need to ensure my documentation stays in sync with code changes during refactoring","I want to audit which functions lack proper documentation across my project"],"best_for":["teams maintaining large codebases with strict documentation requirements","developers performing major refactoring who need to update documentation in bulk","teams adopting documentation standards and needing to audit compliance across the codebase"],"limitations":["Free tier feature — only detects stale comments, does not regenerate them (regeneration requires paid subscription)","Accuracy of stale detection unknown — no documentation on false positive/negative rates or detection heuristics","Scope of scan unspecified — unclear whether it scans entire project, only open files, or user-selected directories","No filtering or prioritization — returns all stale comments without ability to sort by severity or file type","Bulk regeneration may incur high API costs — no warning or quota management for large codebases","No dry-run or preview mode — regenerated comments are applied directly without user review"],"requires":["Visual Studio Code (minimum version unspecified)","Active internet connection","GitHub OAuth or email/password account on readable.so","Paid subscription ($19.99/year) for regeneration; free tier for detection only"],"input_types":["entire codebase or selected directory (format: source files in supported languages)"],"output_types":["list of stale comments with file/line references (free tier)","regenerated comment blocks (paid tier)"],"categories":["code-generation-editing","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-pcsoftware-readable__cap_3","uri":"capability://code.generation.editing.language.agnostic.comment.generation.with.ast.aware.insertion","name":"language-agnostic comment generation with ast-aware insertion","description":"Abstracts away language-specific comment syntax and insertion logic by automatically detecting the language of the current file and inserting generated comments in the correct format and location. Supports 9 languages (JavaScript, TypeScript, JSX/TSX, Python, C, C#, C++, Java, PHP, Rust) with language-specific AST or regex-based parsing to identify function boundaries, class definitions, and appropriate insertion points. Users trigger generation via keyboard shortcut or text trigger without needing to specify language or comment style.","intents":["I want to document code in multiple languages without learning language-specific comment syntax or docstring formats","I need to ensure comments are inserted at the correct location in the AST (e.g., above function definition, not inside the function body)","I want a single tool that works across my polyglot codebase without switching between language-specific extensions"],"best_for":["polyglot teams working across multiple programming languages","developers who want a unified documentation tool without managing language-specific plugins","teams with mixed tech stacks (e.g., Python backend + TypeScript frontend) who need consistent documentation automation"],"limitations":["Language detection relies on file extension — no support for ambiguous or unconventional file naming","AST parsing accuracy unknown — no documentation on how edge cases (nested functions, lambdas, decorators) are handled","Comment style is not customizable — generated comments follow OpenAI's default format, not project conventions (e.g., Google style vs NumPy style)","Rust support mentioned in marketing but not in initial language list — unclear if it has feature parity with other languages","No support for domain-specific languages or custom file types","Insertion logic may fail for malformed code — behavior on syntax errors not documented"],"requires":["Visual Studio Code (minimum version unspecified)","File extension matching one of 9 supported languages","Active internet connection","GitHub OAuth or email/password account on readable.so"],"input_types":["source code file in one of 9 supported languages (detected by file extension)"],"output_types":["language-specific comment block (JSDoc for JS/TS, docstring for Python, XML comments for C#, etc.)"],"categories":["code-generation-editing","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-pcsoftware-readable__cap_4","uri":"capability://tool.use.integration.managed.api.backend.with.authentication.and.rate.limiting","name":"managed api backend with authentication and rate limiting","description":"Abstracts OpenAI API key management and rate limiting by routing all comment generation requests through Readable's own backend infrastructure. Users authenticate via GitHub OAuth or email/password on readable.so, and the extension communicates with Readable's API rather than directly with OpenAI. This approach centralizes billing, quota management, and API key security, eliminating the need for users to manage their own OpenAI API keys or worry about exposing credentials in their VSCode configuration.","intents":["I want to use AI-powered comment generation without managing my own OpenAI API key or billing","I need a simple authentication flow that doesn't require API key configuration","I want to ensure my code is not directly exposed to OpenAI's infrastructure"],"best_for":["non-technical users or small teams who want to avoid API key management","organizations with security policies restricting direct API key usage","developers who prefer a managed service model with centralized billing"],"limitations":["Requires account creation and authentication — adds friction compared to local-only tools","Dependent on Readable's backend availability — outages affect all users","Rate limiting and quota management are opaque — users cannot see their usage or adjust limits","Pricing is fixed ($19.99/year) — no option for pay-as-you-go or higher quotas","Code is transmitted to Readable's servers (then to OpenAI) — users must trust Readable's privacy practices","No option to use custom OpenAI API key or alternative models — locked into Readable's backend","Latency includes network round-trip to Readable's servers — slower than local-only tools"],"requires":["Visual Studio Code (minimum version unspecified)","Active internet connection","GitHub account (for OAuth) or email address (for registration)","Account on readable.so with active subscription or trial"],"input_types":["authentication credentials (GitHub OAuth token or email/password)","code snippets (transmitted to Readable's backend)"],"output_types":["authentication token (stored locally in VSCode)","generated comments (returned from Readable's backend)"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-pcsoftware-readable__cap_5","uri":"capability://automation.workflow.freemium.pricing.model.with.feature.gated.ai.generation","name":"freemium pricing model with feature-gated ai generation","description":"Implements a freemium model where stale comment detection is available for free, but AI-powered comment generation (docstring, inline, and bulk regeneration) requires a paid subscription ($19.99/year). The extension enforces feature gates at the API level — free tier users can access the sidebar and detection UI but receive errors when attempting to generate comments. This model allows users to evaluate the tool's detection accuracy before committing to paid generation.","intents":["I want to try the tool's stale comment detection without paying upfront","I need to audit my codebase's documentation debt before deciding to invest in paid regeneration","I want a low-cost documentation tool that doesn't require annual subscriptions or per-request billing"],"best_for":["solo developers and small teams with limited budgets","teams evaluating documentation tools before committing to enterprise solutions","developers who primarily need stale comment detection and can manually regenerate comments"],"limitations":["Free tier is detection-only — no AI generation, limiting utility for most users","Pricing is annual subscription ($19.99/year) — no monthly option or pay-as-you-go model","No usage limits or quotas documented — unclear if paid tier has rate limits or monthly generation caps","Trial availability mentioned but terms unclear — trial duration and feature access not specified","No upgrade path from free to paid within VSCode — requires visiting readable.so website","Bulk regeneration may be expensive for large codebases — no warning or cost estimation before bulk operations"],"requires":["Visual Studio Code (minimum version unspecified)","GitHub account or email address for registration","Payment method (credit card) for paid subscription"],"input_types":["subscription tier selection (free or paid)"],"output_types":["feature access (detection for free, generation for paid)"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-pcsoftware-readable__cap_6","uri":"capability://automation.workflow.command.palette.integration.for.feature.toggling","name":"command palette integration for feature toggling","description":"Exposes comment generation features via VSCode's command palette with two commands: 'Readable: Enable Comment Suggestions' and 'Readable: Disable Comment Suggestions'. These commands toggle the `readable.enableAutoComplete` setting, allowing users to quickly enable/disable inline comment generation without navigating VSCode settings. Provides an alternative to keyboard shortcuts for users who prefer menu-based workflows or need to disable the feature temporarily.","intents":["I want to quickly toggle comment generation on/off without opening VSCode settings","I need to disable comment suggestions for specific files or sessions without uninstalling the extension","I prefer command palette workflows over keyboard shortcuts for extension features"],"best_for":["developers who use VSCode's command palette extensively","teams with inconsistent documentation standards who need to toggle the feature per-file","users who want to disable comment suggestions for specific sessions (e.g., code review mode)"],"limitations":["Only toggles inline comment suggestions — does not affect keyboard-triggered docstring generation","No granular control — toggle is global, not per-file or per-language","No visual indicator of current toggle state — users must remember if suggestions are enabled","Command names are verbose — requires typing 'Readable: Enable Comment Suggestions' in full","No keyboard shortcut for toggling — requires opening command palette (Ctrl+Shift+P), then typing"],"requires":["Visual Studio Code (minimum version unspecified)","Readable extension installed and authenticated"],"input_types":["command palette input (text: 'Readable: Enable Comment Suggestions' or 'Readable: Disable Comment Suggestions')"],"output_types":["boolean setting change (readable.enableAutoComplete toggled)"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-pcsoftware-readable__cap_7","uri":"capability://code.generation.editing.context.aware.comment.generation.with.user.provided.hints","name":"context-aware comment generation with user-provided hints","description":"Allows users to provide optional context words or phrases after the comment marker (e.g., '// TODO' or '# warning') to guide the AI toward specific comment types or tones. The extension captures these user-typed words and includes them in the API request to OpenAI, influencing the generated comment's content and style. This hybrid approach combines the speed of AI generation with user control over comment intent, reducing the need for post-generation editing.","intents":["I want to generate a TODO comment for a specific code section without manually typing the full comment","I need to generate warning or deprecation comments with AI assistance while specifying the comment type","I want to guide the AI toward specific comment styles (e.g., 'explanation', 'edge case', 'performance note') without full manual typing"],"best_for":["developers who want AI assistance while maintaining control over comment intent","teams with specific comment conventions (e.g., TODO, FIXME, HACK) who want to enforce them via AI","developers who find fully automatic comments too generic and need customization"],"limitations":["Context words are unstructured — no validation or guidance on what hints improve generation quality","Limited to text after comment marker — no structured metadata or tags","No documentation on how context words influence generation — users must experiment to find effective hints","Context words are optional — users must remember to type them for each comment","No autocomplete or suggestions for context words — users must type hints manually","Unclear how context words interact with code context — whether code context or user hints take precedence"],"requires":["Visual Studio Code (minimum version unspecified)","Active internet connection","GitHub OAuth or email/password account on readable.so","Active subscription or trial for AI generation features"],"input_types":["comment marker (// or #)","optional context words (user-typed text after marker, e.g., 'TODO', 'warning', 'edge case')","preceding code lines (for context)"],"output_types":["generated comment influenced by user-provided context words"],"categories":["code-generation-editing","text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-pcsoftware-readable__cap_8","uri":"capability://automation.workflow.sidebar.panel.for.repository.wide.comment.management","name":"sidebar panel for repository-wide comment management","description":"Provides a dedicated sidebar panel in VSCode that displays stale comments detected across the codebase, organized by file and line number. Users can click on stale comments to navigate to them in the editor, and (with paid subscription) regenerate comments in bulk from the sidebar. The panel integrates with VSCode's sidebar UI, allowing users to manage documentation debt without leaving the editor.","intents":["I want to see all stale comments in my codebase at a glance without manually reviewing each file","I need to navigate to stale comments quickly and regenerate them in bulk","I want to track documentation debt as a project-level metric"],"best_for":["teams managing large codebases with documentation maintenance workflows","developers performing refactoring who need to identify affected comments","teams adopting documentation standards and needing to audit compliance"],"limitations":["Sidebar panel is read-only in free tier — users cannot regenerate comments without paid subscription","No filtering or sorting options — all stale comments displayed in a flat list","No metrics or summary statistics — users cannot see total count of stale comments or percentage of codebase affected","Refresh behavior unclear — unclear if panel updates in real-time or requires manual refresh","No integration with version control — cannot track which comments were recently changed or who changed them","Bulk regeneration from sidebar may be slow for large codebases — no progress indicator or cancellation option"],"requires":["Visual Studio Code (minimum version unspecified)","Readable extension installed and authenticated","Active internet connection"],"input_types":["codebase (scanned for stale comments)"],"output_types":["list of stale comments with file/line references (free tier)","regenerated comments (paid tier)"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":43,"verified":false,"data_access_risk":"high","permissions":["Visual Studio Code (minimum version unspecified)","Active internet connection","GitHub OAuth or email/password account on readable.so","Active subscription or trial for AI generation features","Paid subscription ($19.99/year) for regeneration; free tier for detection only","File extension matching one of 9 supported languages","GitHub account (for OAuth) or email address (for registration)","Account on readable.so with active subscription or trial","GitHub account or email address for registration","Payment method (credit card) for paid subscription"],"failure_modes":["Requires internet connectivity — no offline fallback or local model support","Extension sometimes fails to generate comments (acknowledged in documentation, failure rate unknown)","Context window limited by OpenAI API — very large functions may be truncated or fail","No customization of comment style/format (JSDoc vs Google style vs NumPy style) — uses OpenAI's default","Cursor must be positioned within or immediately before the function — no batch processing of multiple functions","Paid feature ($19.99/year) — free tier only includes stale comment detection","Requires explicit Tab keystroke after comment marker — not fully automatic, requires user awareness of trigger","Limited to single-line comments — multi-line inline comments not supported","Context is limited to preceding lines only — no lookahead to subsequent code","User-provided context words are unstructured — no validation or guidance on what context improves generation quality","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.48,"quality":0.43,"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":"2026-05-03T15:20:42.146Z","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=readable-ai-generated-comments","compare_url":"https://unfragile.ai/compare?artifact=readable-ai-generated-comments"}},"signature":"hYHUuOFv4Fp7GuMHAy8MjEj2/ZNhiE3wApry7LI2Ci7G0u9xbpL7pz69+dcaR9HLpv3oqQN2uqPYpG9PmWPcAw==","signedAt":"2026-06-23T05:20:46.176Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/readable-ai-generated-comments","artifact":"https://unfragile.ai/readable-ai-generated-comments","verify":"https://unfragile.ai/api/v1/verify?slug=readable-ai-generated-comments","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"}}