{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"hn-45987702","slug":"sourcewizard-ai-installs-sdks-in-your-codebase","name":"Sourcewizard – AI installs SDKs in your codebase","type":"cli","url":"https://sourcewizard.ai","page_url":"https://unfragile.ai/sourcewizard-ai-installs-sdks-in-your-codebase","categories":["app-builders"],"tags":["hackernews","show-hn"],"pricing":{"model":"unknown","free":false,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"hn-45987702__cap_0","uri":"capability://code.generation.editing.ast.aware.sdk.dependency.injection.into.existing.codebases","name":"ast-aware sdk dependency injection into existing codebases","description":"Analyzes source code using abstract syntax tree (AST) parsing to identify insertion points for SDK imports, initialization code, and configuration. The system understands language-specific syntax (import statements, require calls, module patterns) and injects SDK boilerplate at semantically correct locations without breaking existing code structure or introducing syntax errors. Works across multiple programming languages by leveraging language-specific parsers.","intents":["I want to add a new SDK to my project without manually writing all the boilerplate import and initialization code","I need to integrate an SDK into an existing codebase while preserving code style and structure","I want to avoid manual errors when adding SDK dependencies to multiple files or modules"],"best_for":["developers integrating third-party SDKs into brownfield codebases","teams standardizing SDK adoption across multiple projects","developers who want to reduce manual SDK setup time"],"limitations":["Requires codebase to be in a parseable state — malformed or heavily obfuscated code may cause injection failures","Language support is limited to whatever AST parsers are implemented — not all languages supported equally","Cannot handle custom module systems or non-standard import patterns without explicit configuration","May struggle with dynamic imports or runtime-generated code paths"],"requires":["CLI tool installed and accessible in PATH","Source code in a supported programming language (specific languages unknown from artifact data)","Read/write access to project files","SDK documentation or schema defining what code needs to be injected"],"input_types":["source code files","project directory structure","SDK specification or manifest"],"output_types":["modified source code files with injected imports and initialization","installation report or summary of changes"],"categories":["code-generation-editing","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"hn-45987702__cap_1","uri":"capability://code.generation.editing.multi.language.sdk.integration.with.language.specific.code.generation","name":"multi-language sdk integration with language-specific code generation","description":"Generates language-idiomatic SDK initialization code tailored to each supported programming language's conventions (e.g., CommonJS require vs ES6 import, async/await patterns, dependency injection frameworks). The system detects the target language from file extensions and project configuration, then generates boilerplate that matches the codebase's existing style and patterns rather than producing generic or language-agnostic code.","intents":["I need to add an SDK to a polyglot codebase with multiple languages and want idiomatic code for each","I want the generated SDK code to match my project's existing import style and patterns","I need to integrate the same SDK across JavaScript, Python, and Go services with language-appropriate code"],"best_for":["teams managing polyglot microservices or multi-language monorepos","developers who want generated code to pass linting and style checks automatically","organizations standardizing SDK adoption across heterogeneous tech stacks"],"limitations":["Language support matrix is finite — only languages with implemented code generators are supported","Cannot infer project-specific conventions if codebase lacks consistent patterns","May generate code that conflicts with custom build systems or non-standard project structures","Requires accurate language detection — ambiguous file types may cause incorrect code generation"],"requires":["Project files with clear language indicators (file extensions, package.json, requirements.txt, etc.)","SDK specification with language-specific implementation details","Supported programming language (specific list unknown from artifact data)"],"input_types":["source code files","project configuration files (package.json, pyproject.toml, go.mod, etc.)","SDK manifest with language variants"],"output_types":["language-specific initialization code","import statements in target language syntax","configuration snippets matching language conventions"],"categories":["code-generation-editing","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"hn-45987702__cap_2","uri":"capability://data.processing.analysis.automated.dependency.conflict.detection.and.resolution","name":"automated dependency conflict detection and resolution","description":"Scans the target codebase's existing dependencies (from package managers like npm, pip, cargo, etc.) and detects version conflicts or incompatibilities with the SDK being installed. The system can suggest compatible versions, identify transitive dependency conflicts, and in some cases automatically resolve conflicts by updating compatible versions or suggesting alternative SDKs that don't conflict.","intents":["I want to know if this SDK will conflict with my existing dependencies before installing it","I need to find a compatible version of the SDK that works with my current dependency tree","I want to automatically resolve dependency conflicts when adding a new SDK"],"best_for":["developers managing complex dependency trees with many transitive dependencies","teams that want to avoid runtime errors from version mismatches","CI/CD pipelines that need to validate SDK compatibility before merging"],"limitations":["Conflict detection accuracy depends on SDK metadata availability — private or poorly-documented SDKs may not be analyzed correctly","Cannot resolve conflicts that require breaking changes or major version upgrades","Transitive dependency analysis is limited by package manager metadata — some ecosystems provide incomplete dependency graphs","May suggest resolutions that break other parts of the codebase if dependency constraints are complex"],"requires":["Package manager lock files or manifest files (package-lock.json, Pipfile.lock, Cargo.lock, etc.)","Access to package registry metadata (npm, PyPI, crates.io, etc.)","SDK version information and dependency specifications"],"input_types":["dependency manifest files","lock files","SDK specification with version constraints"],"output_types":["conflict report with identified incompatibilities","suggested compatible versions","resolution recommendations or automated updates"],"categories":["data-processing-analysis","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"hn-45987702__cap_3","uri":"capability://automation.workflow.interactive.cli.workflow.for.sdk.selection.and.configuration","name":"interactive cli workflow for sdk selection and configuration","description":"Provides a command-line interface that guides developers through SDK selection, configuration options, and installation with prompts and validation. The CLI may offer interactive menus to choose between multiple SDK options, configure authentication credentials, select features to enable, and preview changes before applying them to the codebase. Includes validation of user inputs and clear error messages for invalid configurations.","intents":["I want a guided, step-by-step process to install an SDK without needing to read documentation","I need to configure SDK options interactively before installation","I want to preview what changes will be made to my codebase before committing them"],"best_for":["developers unfamiliar with SDK setup processes","teams onboarding new developers who need guided SDK installation","developers who want to avoid configuration mistakes through interactive validation"],"limitations":["Interactive workflows are slower than scripted/automated installation for experienced developers","CLI prompts may not work well in non-interactive environments (CI/CD pipelines, headless servers)","Complex configuration options may require domain knowledge that the CLI cannot provide","Preview functionality may not catch all edge cases or conflicts"],"requires":["Terminal or CLI environment with TTY support","User input capability (keyboard interaction)","SDK configuration schema or manifest defining available options"],"input_types":["user input via CLI prompts","configuration selections from interactive menus","optional configuration files"],"output_types":["preview of changes to be applied","installation confirmation","modified source code files"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"hn-45987702__cap_4","uri":"capability://code.generation.editing.codebase.aware.sdk.placement.and.import.optimization","name":"codebase-aware sdk placement and import optimization","description":"Analyzes the codebase structure to determine optimal placement for SDK initialization code (e.g., in entry points, middleware, or initialization modules) and consolidates duplicate imports or redundant initialization calls. The system understands common patterns like singleton initialization, dependency injection containers, and middleware chains, and places SDK code in semantically appropriate locations that follow the codebase's architectural patterns.","intents":["I want the SDK to be initialized in the right place in my application architecture","I need to avoid duplicate SDK initialization across multiple files","I want the SDK code to integrate with my existing dependency injection or initialization patterns"],"best_for":["developers with complex application architectures (microservices, monoliths with multiple entry points)","teams that want to avoid initialization bugs from duplicate or misplaced SDK code","projects using dependency injection frameworks or custom initialization patterns"],"limitations":["Architectural pattern detection is heuristic-based and may fail on non-standard or custom patterns","Cannot understand project-specific initialization requirements without explicit configuration","May place SDK code in suboptimal locations if codebase structure is unconventional","Requires sufficient codebase analysis — very large codebases may timeout or produce incomplete analysis"],"requires":["Complete or near-complete codebase for analysis","Clear entry points or initialization modules","Parseable code structure (no severe obfuscation)"],"input_types":["source code files","project structure and entry points","optional architectural hints or configuration"],"output_types":["SDK initialization code placed in optimal locations","consolidated import statements","report of placement decisions"],"categories":["code-generation-editing","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"hn-45987702__cap_5","uri":"capability://automation.workflow.rollback.and.undo.capability.for.sdk.installation.changes","name":"rollback and undo capability for sdk installation changes","description":"Maintains a record of changes made during SDK installation and provides a rollback mechanism to revert all modifications to the codebase. The system can undo SDK installation by removing injected code, restoring original imports, and reverting dependency changes. Rollback can be triggered manually or automatically if installation validation fails, and includes detailed logs of what was changed for audit and debugging purposes.","intents":["I want to undo an SDK installation if something goes wrong","I need to see exactly what changes were made to my codebase during SDK installation","I want to automatically rollback if the SDK installation fails validation"],"best_for":["developers testing SDK installations in production-like environments","teams that want safety guarantees when modifying codebases automatically","CI/CD pipelines that need to validate SDK installations and rollback on failure"],"limitations":["Rollback only works if changes were tracked by Sourcewizard — manual edits after installation cannot be undone","Cannot rollback if the codebase has been modified by other tools or developers since installation","Rollback may fail if files have been deleted or moved since installation","Does not restore deleted files or undo changes made outside the SDK installation process"],"requires":["Installation metadata or change log from the original SDK installation","Unmodified or minimally-modified codebase since installation","File system access to revert changes"],"input_types":["installation metadata or change log","current codebase state"],"output_types":["reverted source code files","rollback confirmation report","detailed change log showing what was undone"],"categories":["automation-workflow","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"hn-45987702__cap_6","uri":"capability://code.generation.editing.sdk.documentation.and.usage.example.injection","name":"sdk documentation and usage example injection","description":"Automatically generates and injects usage examples, configuration documentation, and API reference comments into the codebase alongside SDK initialization code. The system can add JSDoc/docstring comments explaining SDK setup, include inline examples of common SDK operations, and link to official documentation. 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