{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"vscode-kombai-kombai","slug":"kombai-the-ai-agent-built-for-frontend","name":"Kombai - The AI Agent Built for Frontend","type":"agent","url":"https://marketplace.visualstudio.com/items?itemName=Kombai.kombai","page_url":"https://unfragile.ai/kombai-the-ai-agent-built-for-frontend","categories":["code-editors","app-builders","testing-quality"],"tags":["Amazon Q","Augment code","Claude Code","Codeium","Codex","Figma MCP","Figma To Code","Figma To React","json","jsonc","keybindings","KiloCode","Qodo","RooCode","Trae","typescript","Windsurf"],"pricing":{"model":"freemium","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"vscode-kombai-kombai__cap_0","uri":"capability://code.generation.editing.figma.to.code.design.conversion.with.dom.element.targeting","name":"figma-to-code design conversion with dom element targeting","description":"Converts Figma design files, screenshots, or text descriptions into functional frontend code by extracting visual assets and layout information from Figma via MCP integration, then generating corresponding component code. Users can select specific DOM elements or screen snippets to provide pinpoint conversion instructions, enabling high-fidelity design-to-code workflows without manual asset extraction or layout specification.","intents":["Convert a Figma design mockup into a working React component","Extract specific UI elements from a design and generate their code implementation","Automatically generate boilerplate code from design screenshots with precise layout matching","Reduce manual design-to-code translation time by automating asset extraction and component generation"],"best_for":["Frontend teams using Figma as their design source of truth","Solo developers prototyping UI-heavy applications quickly","Design systems teams automating component generation from design specs"],"limitations":["Conversion fidelity depends on design complexity — highly custom animations or interactions may require manual refinement","Requires Figma file access and MCP integration setup — not all Figma features may be extractable","No documented accuracy metrics or benchmarks for design-to-code conversion quality","Browser access scope for DOM inspection is undocumented — unclear if it works with local dev servers only or production environments"],"requires":["VS Code 1.80+ (assumed, not explicitly stated)","Figma account with file access permissions","Figma MCP connector configured in extension settings","Active Kombai subscription with available credits (300 free/month in freemium tier)"],"input_types":["Figma design file URLs","Screenshots or images of UI designs","Text descriptions of design requirements","DOM element selections from browser inspector"],"output_types":["React/Vue/Svelte component code","HTML + CSS/Tailwind markup","TypeScript component definitions","Component with integrated styling"],"categories":["code-generation-editing","image-visual"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-kombai-kombai__cap_1","uri":"capability://code.generation.editing.codebase.aware.component.generation.with.pattern.reuse","name":"codebase-aware component generation with pattern reuse","description":"Generates new frontend components, features, or improvements by analyzing existing codebase patterns, component libraries, theme definitions, and architectural conventions. The agent builds a 'dev-like understanding' of the repository structure and automatically reuses existing components, styling patterns, and naming conventions across generated code, ensuring consistency with the project's established patterns without requiring explicit style guides.","intents":["Add a new feature to an existing React app that automatically follows the project's component patterns and styling","Generate a new page or screen that reuses existing components and theme definitions","Create a component variant that matches the codebase's architectural style and conventions","Extend a feature set while maintaining consistency with existing code patterns"],"best_for":["Teams maintaining large frontend codebases with established patterns","Projects with custom component libraries or design systems","Developers working on feature-rich applications where consistency is critical"],"limitations":["Codebase context access scope is undocumented — unclear whether agent analyzes entire project tree or only open files","Pattern detection accuracy depends on codebase organization clarity — poorly structured repos may result in inconsistent generation","No mechanism documented for explicitly defining or updating pattern rules","Cannot guarantee 100% pattern adherence — complex architectural patterns may be misinterpreted"],"requires":["VS Code with Kombai extension installed","Frontend project with established component structure and patterns","Sufficient credits (cost per generation task unknown)","Project files accessible to extension (full read access to codebase required)"],"input_types":["Natural language feature descriptions","Component specifications or requirements","Reference to existing components to match patterns from","Design mockups or screenshots"],"output_types":["React/Vue/Svelte component code","Feature implementation with integrated styling","Component variants matching existing patterns","Code following project conventions and naming"],"categories":["code-generation-editing","memory-knowledge"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-kombai-kombai__cap_2","uri":"capability://code.generation.editing.multi.stack.code.generation.with.400.library.support","name":"multi-stack code generation with 400+ library support","description":"Generates frontend code across diverse technology stacks (React, Vue, Svelte, Angular, etc.) with built-in knowledge of 400+ frontend libraries, frameworks, and dependencies. The agent includes embedded documentation and best practices for popular libraries, enabling it to generate idiomatic code that follows framework conventions and library APIs without requiring external documentation lookups or manual API reference checking.","intents":["Generate a component using a specific library (e.g., Material-UI, Chakra UI, Tailwind) with correct API usage","Create code that integrates with popular state management libraries (Redux, Zustand, Pinia) correctly","Generate code using framework-specific patterns (React hooks, Vue composition API, Svelte stores)","Implement features using the correct library APIs without manual documentation consultation"],"best_for":["Teams using diverse or specialized frontend libraries","Developers working with multiple frontend frameworks across projects","Projects requiring integration with specific third-party libraries"],"limitations":["List of 400+ supported libraries is not publicly documented — no way to verify coverage for specific libraries","Library support is static and embedded in the agent — no mechanism documented for adding custom or newly-released libraries","Best practices knowledge may become outdated as libraries evolve","No documented way to override or customize library-specific generation rules"],"requires":["VS Code with Kombai extension","Project configured with target framework and libraries","Sufficient credits for generation tasks","Tech stack definition configured in extension settings (mechanism unknown)"],"input_types":["Natural language feature descriptions","Component or feature specifications","Library or framework names to target","Design mockups or screenshots"],"output_types":["Framework-specific component code","Library-idiomatic implementations","Code following framework conventions","Properly typed TypeScript/JavaScript"],"categories":["code-generation-editing"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-kombai-kombai__cap_3","uri":"capability://automation.workflow.autonomous.browser.based.testing.and.task.execution","name":"autonomous browser-based testing and task execution","description":"Executes frontend tests and tasks autonomously by controlling a browser instance, inspecting DOM elements, interacting with the application UI, and validating test results. The agent can navigate to local development servers, interact with components, capture screenshots, and execute test suites without manual intervention, enabling end-to-end testing workflows and validation of generated code.","intents":["Automatically run test suites and report results without manual test execution","Validate that generated components render correctly and function as expected","Execute end-to-end testing workflows by interacting with the application UI","Capture screenshots and DOM state for debugging and validation"],"best_for":["Teams automating frontend testing workflows","Developers validating generated code functionality","Projects requiring autonomous test execution and reporting"],"limitations":["Browser access scope is undocumented — unclear if limited to local dev servers or can access production environments","No documented support for authentication, cookies, or session management","Cannot interact with browser extensions or non-standard UI elements","Performance and reliability of autonomous browser interaction is undocumented","No mechanism documented for handling flaky tests or retry logic"],"requires":["VS Code with Kombai extension","Local development server running and accessible","Test framework configured in project (Jest, Vitest, Cypress, etc.)","Sufficient credits for test execution tasks"],"input_types":["Test file paths or test suite specifications","Natural language task descriptions","Component or feature to validate","Interaction sequences to execute"],"output_types":["Test execution results and reports","Screenshots and DOM state captures","Error logs and failure reports","Validation results for generated code"],"categories":["automation-workflow","code-generation-editing"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-kombai-kombai__cap_4","uri":"capability://code.generation.editing.code.refactoring.with.architectural.pattern.preservation","name":"code refactoring with architectural pattern preservation","description":"Refactors existing frontend code while preserving the project's architectural patterns, component structure, and styling conventions. The agent analyzes the codebase to understand existing patterns and applies refactoring transformations that maintain consistency with the project's established conventions, enabling large-scale refactoring without introducing architectural inconsistencies.","intents":["Refactor a component to use modern React hooks while maintaining the project's patterns","Upgrade code to use a newer version of a framework or library while preserving architectural style","Improve code quality and readability without changing the component's external behavior","Migrate code from one styling approach to another (e.g., CSS-in-JS to Tailwind) while maintaining consistency"],"best_for":["Teams maintaining large codebases requiring systematic refactoring","Projects upgrading frameworks or libraries at scale","Developers improving code quality while maintaining architectural consistency"],"limitations":["Refactoring scope and safety guarantees are undocumented","No mechanism documented for specifying refactoring rules or constraints","Cannot guarantee behavioral equivalence after refactoring — manual testing required","Complex architectural patterns may be misinterpreted or broken during refactoring"],"requires":["VS Code with Kombai extension","Frontend project with established patterns","Sufficient credits for refactoring tasks","Test coverage to validate refactored code"],"input_types":["Code files or components to refactor","Refactoring objectives or requirements","Target framework or library versions","Styling approach or architectural pattern to adopt"],"output_types":["Refactored component code","Updated imports and dependencies","Code following project conventions","Refactoring summary or change report"],"categories":["code-generation-editing"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-kombai-kombai__cap_5","uri":"capability://code.generation.editing.ux.improvement.with.theme.layout.and.animation.enhancement","name":"ux improvement with theme, layout, and animation enhancement","description":"Improves frontend user experience by analyzing existing components and suggesting or implementing enhancements to theme consistency, layout responsiveness, animations, and visual polish. The agent can modify styling, add animations, improve responsive design, and enhance visual hierarchy while maintaining consistency with the project's design system and existing patterns.","intents":["Add animations and transitions to improve perceived performance and user engagement","Improve responsive design to work better on mobile and tablet devices","Enhance visual hierarchy and spacing to improve usability","Update theme colors and styling to improve visual consistency"],"best_for":["Teams focused on user experience and visual polish","Projects with established design systems requiring consistent improvements","Developers enhancing existing components without major feature changes"],"limitations":["UX improvement suggestions are subjective and may not align with design intent","No mechanism documented for specifying UX improvement criteria or constraints","Animation performance impact on different devices is undocumented","Cannot validate UX improvements through user testing or analytics"],"requires":["VS Code with Kombai extension","Frontend project with existing components","Design system or theme definitions available","Sufficient credits for UX improvement tasks"],"input_types":["Components or pages to improve","UX improvement objectives or requirements","Design system or theme specifications","Target devices or screen sizes"],"output_types":["Enhanced component code with improved styling","Animation and transition definitions","Responsive design improvements","Updated theme or styling rules"],"categories":["code-generation-editing"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-kombai-kombai__cap_6","uri":"capability://memory.knowledge.tech.stack.definition.and.automatic.pattern.following","name":"tech stack definition and automatic pattern following","description":"Allows developers to define their project's technology stack in structured format, which the agent then automatically follows across all generated code and refactoring tasks. The extension maintains 'structured memory' of the tech stack configuration, ensuring that all generated code adheres to the specified frameworks, libraries, styling approaches, and architectural patterns without requiring per-task specification.","intents":["Define a project's tech stack once and have all generated code automatically follow those specifications","Ensure consistency across multiple developers and code generation tasks without manual coordination","Automatically apply tech stack conventions to generated code without explicit instruction","Update tech stack configuration and have it apply retroactively to future generations"],"best_for":["Teams with established tech stacks requiring consistent code generation","Projects with multiple developers using Kombai for code generation","Organizations standardizing on specific frameworks and libraries"],"limitations":["Tech stack configuration mechanism is undocumented — unclear how to define or update stack specifications","No documented schema or format for tech stack definitions","Cannot verify that generated code actually follows defined tech stack","No mechanism documented for handling tech stack conflicts or exceptions"],"requires":["VS Code with Kombai extension","Tech stack definition configured in extension settings (mechanism unknown)","Sufficient credits for code generation tasks"],"input_types":["Tech stack configuration (format unknown)","Framework and library specifications","Architectural pattern definitions","Styling approach specifications"],"output_types":["Tech stack configuration stored in extension","Generated code following tech stack specifications","Validation that code adheres to tech stack"],"categories":["memory-knowledge","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-kombai-kombai__cap_7","uri":"capability://tool.use.integration.multi.editor.compatibility.layer.with.ai.augmented.ide.support","name":"multi-editor compatibility layer with ai-augmented ide support","description":"Provides compatibility with multiple AI-augmented code editors (Cursor, Windsurf/Codeium, Claude Code, Codex) beyond native VS Code, enabling Kombai's frontend-specialized agent to work within developers' preferred AI-augmented IDE. The extension integrates with these editors' extension systems and AI capabilities, though the specific integration mechanism for non-VS Code platforms is undocumented.","intents":["Use Kombai's frontend agent within Cursor or Windsurf instead of VS Code","Maintain consistent frontend development workflows across different AI-augmented editors","Leverage Kombai's domain specialization regardless of which AI IDE a developer prefers"],"best_for":["Developers using Cursor, Windsurf, or other AI-augmented editors as their primary IDE","Teams with mixed IDE preferences requiring consistent frontend tooling","Organizations standardizing on specific AI-augmented editors"],"limitations":["Compatibility with non-VS Code editors is claimed but not verified or documented","Integration mechanism for Cursor, Windsurf, Claude Code, and Codex is completely undocumented","No clarity on feature parity across different editors","Support and maintenance status for non-VS Code platforms is unknown","Installation and configuration process for non-VS Code editors is undocumented"],"requires":["Cursor, Windsurf (Codeium), Claude Code, Codex, or VS Code installed","Kombai extension installed (installation method varies by editor)","Active Kombai subscription with available credits","Editor version compatibility (specific versions unknown)"],"input_types":["Code files and project context","Natural language feature descriptions","Design mockups or screenshots"],"output_types":["Generated frontend code","Refactored components","Test results and validation reports"],"categories":["tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"vscode-kombai-kombai__cap_8","uri":"capability://automation.workflow.freemium.credit.based.task.execution.with.monthly.allowance","name":"freemium credit-based task execution with monthly allowance","description":"Implements a freemium pricing model where users receive 300 free credits per month for code generation, refactoring, testing, and other agent tasks. Credits are consumed per task execution, with paid tiers available for higher usage. The credit system gates access to the agent's capabilities without requiring per-API-call billing or complex usage tracking.","intents":["Use Kombai's frontend agent for free with a monthly credit allowance","Understand and manage credit consumption across different task types","Scale usage by purchasing additional credits when needed","Evaluate Kombai's capabilities before committing to paid plans"],"best_for":["Solo developers and small teams evaluating Kombai","Open-source projects with limited budgets","Developers with moderate code generation needs"],"limitations":["Credit consumption per task type is undocumented — no way to estimate costs","No documented pricing for paid tiers or additional credits","Monthly credit reset mechanism and rollover policy are undocumented","No transparency on how credits map to actual computational costs","Cannot predict monthly costs without understanding credit consumption rates"],"requires":["Kombai account signup (free)","VS Code with Kombai extension installed","Active internet connection for credit validation"],"input_types":["Code generation requests","Refactoring tasks","Testing and validation requests","UX improvement requests"],"output_types":["Generated code","Refactored components","Test results","Credit usage reports"],"categories":["automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":45,"verified":false,"data_access_risk":"high","permissions":["VS Code 1.80+ (assumed, not explicitly stated)","Figma account with file access permissions","Figma MCP connector configured in extension settings","Active Kombai subscription with available credits (300 free/month in freemium tier)","VS Code with Kombai extension installed","Frontend project with established component structure and patterns","Sufficient credits (cost per generation task unknown)","Project files accessible to extension (full read access to codebase required)","VS Code with Kombai extension","Project configured with target framework and libraries"],"failure_modes":["Conversion fidelity depends on design complexity — highly custom animations or interactions may require manual refinement","Requires Figma file access and MCP integration setup — not all Figma features may be extractable","No documented accuracy metrics or benchmarks for design-to-code conversion quality","Browser access scope for DOM inspection is undocumented — unclear if it works with local dev servers only or production environments","Codebase context access scope is undocumented — unclear whether agent analyzes entire project tree or only open files","Pattern detection accuracy depends on codebase organization clarity — poorly structured repos may result in inconsistent generation","No mechanism documented for explicitly defining or updating pattern rules","Cannot guarantee 100% pattern adherence — complex architectural patterns may be misinterpreted","List of 400+ supported libraries is not publicly documented — no way to verify coverage for specific libraries","Library support is static and embedded in the agent — no mechanism documented for adding custom or newly-released libraries","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.52,"quality":0.43,"ecosystem":0.55,"match_graph":0.25,"freshness":0.75,"weights":{"adoption":0.25,"quality":0.25,"ecosystem":0.1,"match_graph":0.28,"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":"2026-05-03T15:20:40.998Z","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=kombai-the-ai-agent-built-for-frontend","compare_url":"https://unfragile.ai/compare?artifact=kombai-the-ai-agent-built-for-frontend"}},"signature":"bRQP6y2iwGaDs9bhGC4Hl6c9xgI4F9TYU0DFNq+gR7q5FuhnLfb0dWXohtrqjDjErhfqFi8U10VVgh/7ru1oBQ==","signedAt":"2026-06-20T09:50:57.177Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/kombai-the-ai-agent-built-for-frontend","artifact":"https://unfragile.ai/kombai-the-ai-agent-built-for-frontend","verify":"https://unfragile.ai/api/v1/verify?slug=kombai-the-ai-agent-built-for-frontend","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"}}