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Detection happens synchronously during editing, providing immediate feedback rather than batch analysis.","intents":["I want to catch bugs and code smells as I write, not after code review","I need real-time feedback on code quality without setting up linters for each language","I want to identify performance bottlenecks during development, not in production"],"best_for":["Solo developers and small teams without formal code review processes","Developers working across multiple languages who don't want language-specific tool chains","Students and indie developers learning best practices through immediate feedback"],"limitations":["AI-driven detection may produce false positives without context about architectural intent or business logic","Real-time analysis adds latency to editor responsiveness; effectiveness depends on model inference speed","No clear documentation on which languages and frameworks are supported, limiting predictability","Suggestions are generic pattern-matching rather than context-aware; may not understand domain-specific code patterns"],"requires":["Active internet connection for cloud-based AI inference (assumed)","Code editor or IDE integration (specific integrations unknown)","Supported programming language (language coverage not publicly documented)"],"input_types":["source code (text)","partial code snippets (in-progress edits)"],"output_types":["issue annotations (line-level)","severity indicators","brief issue descriptions"],"categories":["code-generation-editing","real-time-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_fix-my-code__cap_1","uri":"capability://code.generation.editing.automated.code.optimization.suggestion.generation","name":"automated code optimization suggestion generation","description":"Generates specific code refactoring suggestions to improve performance, readability, and maintainability by analyzing code structure and applying learned optimization patterns. The system likely uses a language model fine-tuned on high-quality code examples to propose concrete improvements (e.g., algorithm swaps, variable naming, loop optimization). Suggestions are ranked by impact or confidence, though the ranking mechanism is not publicly documented.","intents":["I want AI-generated suggestions for how to optimize my code without manual research","I need help refactoring code for better readability and maintainability","I want to learn optimization patterns by seeing concrete examples applied to my code"],"best_for":["Junior developers seeking to improve code quality through AI mentoring","Teams without dedicated code review resources who want automated suggestions","Developers working in unfamiliar languages or frameworks needing guidance"],"limitations":["Suggestions lack explainability; developers don't understand WHY a change is recommended or what trade-offs exist","No context awareness of business requirements, performance constraints, or architectural decisions","Optimization suggestions may be surface-level (naming, formatting) rather than structural (algorithm complexity, data structure choice)","No ability to validate that suggested changes don't break functionality or introduce regressions"],"requires":["Code snippet or file to analyze","Supported programming language (coverage unknown)","Cloud connectivity for AI model inference"],"input_types":["source code (text)","code snippets","partial functions or methods"],"output_types":["refactoring suggestions (text descriptions)","code diffs or before/after examples","priority or impact ranking (if available)"],"categories":["code-generation-editing","optimization"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_fix-my-code__cap_2","uri":"capability://code.generation.editing.accessibility.compliance.scanning.and.remediation","name":"accessibility compliance scanning and remediation","description":"Identifies accessibility violations in code (likely HTML/CSS/JavaScript for web applications) and suggests fixes to meet WCAG standards or other accessibility guidelines. The system analyzes code against known accessibility patterns and anti-patterns, potentially using both rule-based checks and AI-driven suggestions to recommend remediation. This may include semantic HTML improvements, ARIA attribute additions, color contrast fixes, and keyboard navigation enhancements.","intents":["I want to ensure my code meets accessibility standards without hiring an accessibility consultant","I need to identify WCAG violations in my codebase and get automated fix suggestions","I want to learn accessibility best practices by seeing violations flagged in my code"],"best_for":["Web developers building accessible applications without dedicated accessibility expertise","Teams needing to meet compliance requirements (WCAG 2.1, ADA, Section 508) on a budget","Solo developers and small startups who can't afford accessibility audits"],"limitations":["Accessibility compliance is context-dependent; automated tools cannot understand user intent or business logic that affects accessibility decisions","Suggestions may miss complex accessibility issues that require user testing or domain expertise","Coverage likely limited to web technologies (HTML/CSS/JavaScript); unclear if it supports other platforms","No integration with accessibility testing frameworks or user testing workflows"],"requires":["Web application code (HTML, CSS, JavaScript)","Supported framework or technology stack (coverage not documented)","Cloud connectivity for AI analysis"],"input_types":["HTML markup","CSS stylesheets","JavaScript code","web application source files"],"output_types":["accessibility violation reports","remediation suggestions","WCAG guideline references","code fix examples"],"categories":["code-generation-editing","safety-moderation","compliance"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_fix-my-code__cap_3","uri":"capability://code.generation.editing.multi.language.code.analysis.with.unified.interface","name":"multi-language code analysis with unified interface","description":"Provides code analysis and suggestions across multiple programming languages through a single interface, abstracting away language-specific tool chains and configurations. The system likely uses a language-agnostic code representation (possibly AST-based or token-based) to apply common analysis patterns across languages, with language-specific models or rules for language-particular issues. 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The system integrates with popular IDEs (likely VS Code, JetBrains, etc.) to display issues at the point of code, with visual indicators (squiggly underlines, gutter icons, inline messages) that match IDE conventions. Feedback is delivered synchronously as developers type, enabling immediate awareness of issues.","intents":["I want code quality feedback without leaving my editor or opening a separate tool","I need visual indicators of code issues at the exact location where they occur","I want to fix issues immediately as I write, not after completing a function or file"],"best_for":["Developers using VS Code, JetBrains IDEs, or other extensible editors","Teams that want to reduce context switching and improve developer workflow","Developers who prefer immediate feedback over batch analysis"],"limitations":["IDE integration adds latency to editor responsiveness; real-time analysis may cause UI lag on large files","Specific IDE support is undocumented; unclear which editors are supported and at what version","Inline annotations may clutter the editor if too many issues are flagged","No offline mode; requires cloud connectivity for every analysis pass"],"requires":["Supported IDE or editor (specific versions and platforms unknown)","IDE extension or plugin system (e.g., VS Code extensions, JetBrains plugins)","Cloud connectivity for real-time AI inference","Sufficient editor performance to handle continuous analysis"],"input_types":["code being edited in real-time","editor context (file type, language, project structure)"],"output_types":["inline annotations","gutter icons","squiggly underlines","hover tooltips","quick-fix suggestions"],"categories":["code-generation-editing","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_fix-my-code__cap_5","uri":"capability://code.generation.editing.free.tier.code.analysis.without.authentication.barriers","name":"free-tier code analysis without authentication barriers","description":"Provides full access to code analysis and optimization features without requiring payment, account creation, or API key management, removing friction for individual developers and small teams. The business model likely relies on freemium monetization (free tier for individuals, paid tiers for teams or advanced features) or is subsidized by parent organization (UserWay). No authentication requirements mean developers can start using the tool immediately without onboarding overhead.","intents":["I want to try a code quality tool without committing to a paid subscription or providing payment information","I need a code analysis solution that doesn't require account creation or API key setup","I'm a student or indie developer with no budget for paid tools"],"best_for":["Solo developers and students experimenting with code quality tools","Indie developers and small teams with minimal budgets","Developers evaluating tools before committing to paid solutions"],"limitations":["Free tier may have usage limits (e.g., files per day, analysis frequency) not publicly documented","No clear upgrade path or feature differentiation between free and paid tiers","Sustainability unclear; free tools may be discontinued or feature-limited without notice","No guaranteed SLA or support for free users"],"requires":["No payment information or account creation (if truly free)","Internet connection for cloud-based analysis","Supported IDE or editor (if IDE integration is required)"],"input_types":["source code"],"output_types":["code analysis results","optimization suggestions","compliance reports"],"categories":["code-generation-editing","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":39,"verified":false,"data_access_risk":"high","permissions":["Active internet connection for cloud-based AI inference (assumed)","Code editor or IDE integration (specific integrations unknown)","Supported programming language (language coverage not publicly documented)","Code snippet or file to analyze","Supported programming language (coverage unknown)","Cloud connectivity for AI model inference","Web application code (HTML, CSS, JavaScript)","Supported framework or technology stack (coverage not documented)","Cloud connectivity for AI analysis","Source code in supported programming languages"],"failure_modes":["AI-driven detection may produce false positives without context about architectural intent or business logic","Real-time analysis adds latency to editor responsiveness; effectiveness depends on model inference speed","No clear documentation on which languages and frameworks are supported, limiting predictability","Suggestions are generic pattern-matching rather than context-aware; may not understand domain-specific code patterns","Suggestions lack explainability; developers don't understand WHY a change is recommended or what trade-offs exist","No context awareness of business requirements, performance constraints, or architectural decisions","Optimization suggestions may be surface-level (naming, formatting) rather than structural (algorithm complexity, data structure choice)","No ability to validate that suggested changes don't break functionality or introduce regressions","Accessibility compliance is context-dependent; automated tools cannot understand user intent or business logic that affects accessibility decisions","Suggestions may miss complex accessibility issues that require user testing or domain expertise","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.31666666666666665,"quality":0.67,"ecosystem":0.15000000000000002,"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":"2026-05-24T12:16:30.892Z","last_scraped_at":"2026-04-05T13:23:42.561Z","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=fix-my-code","compare_url":"https://unfragile.ai/compare?artifact=fix-my-code"}},"signature":"wrbtxExQmW0O1ydz29RkXtH1XbvxROPmtKsy6Q3ZafXwAm+f4K7vvsdye2m4ZUrB3SfS93Lf7QbV2blln2KtDA==","signedAt":"2026-06-20T05:03:13.521Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/fix-my-code","artifact":"https://unfragile.ai/fix-my-code","verify":"https://unfragile.ai/api/v1/verify?slug=fix-my-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"}}