Help Wanted

AI Summary: This issue proposes a production-ready, dependency-free navigation component that morphs its shape from a rounded pill to a compact header as the user scrolls. It aims to enhance user experience by being responsive, visually engaging, and space-efficient, with features like a mobile menu and accessibility support.

AI Summary: This issue proposes a significant refactor to modularize native router model bindings and runtime capability contracts. The goal is to create a more extensible and unified approach for integrating various backend models (Candle, ONNX Runtime, OpenVINO) by replacing scattered build tags and stringly-typed model kinds with binding-neutral contracts. This will improve maintainability and allow for easier addition of new native backends and features.

AI Summary: This issue is a beginner-friendly task to add a new Japanese proverb to a JSON file. No coding is required, and the contribution can be made directly from the browser in under a minute. It's an excellent opportunity for new contributors to make their first open-source commit.

AI Summary: This issue proposes adding a Traditional Chinese (zh-TW) translation for the project's README.md file. The goal is to improve accessibility for the Chinese-speaking community. This is a straightforward documentation contribution.

AI Summary: This issue aims to improve the dashboard's user experience by making the light theme softer and more visually appealing, akin to a polished app. It also requires redesigning the dashboard to be mobile-first, ensuring usability and attractiveness on smaller screens, while adhering to design tokens and accessibility standards.

AI Summary: This issue proposes creating a hosted "try it live" demo for a UI product. The goal is to allow users to experience the product instantly without any installation, thereby improving conversion rates and user engagement. The demo will be gated to prevent abuse, with features like server-side API keys, authentication, and rate limiting.

AI Summary: This issue proposes adding a reproducible benchmark tool to the project, accessible via a single command like `make benchmark`. The goal is to replace static screenshots with live, verifiable results against public detection sites, enhancing credibility with users and providing a clear demonstration of the project's stealth capabilities.

AI Summary: This issue addresses a critical bug where a hardcoded, time-limited preview Gemini model ID is used across multiple files. This can cause the application to break unexpectedly when the preview model is retired. The proposed fix involves centralizing the model ID in a configurable value, defaulting to a stable GA model, and making it environment-overridable.

AI Summary: The Docker setup for the project fails because the `patchright` library, required by the application code, is not installed. This leads to a `ModuleNotFoundError` and causes the Docker container to crash-loop. The proposed fix involves adding `patchright` to the `requirements.txt` and ensuring its installation and setup during the Docker image build process.

AI Summary: This issue aims to refactor the `_ReadAdjList()` function in `graphIO.c` to eliminate the use of `visitedInfo`/`visitedIndex`. The goal is to replace these with the vertex `index` from the base `VertexRec` for better code organization and consistency. This involves several specific code modifications within the function, including changing how vertex indices are set and retrieved.

AI Summary: Project folders in the sidebar lack expected functionality. Users cannot right-click to access a context menu, and the existing menu only offers a 'Delete project' option, missing a 'Rename project' action. This inconsistency with conversation sessions hinders user experience and project management.

AI Summary: This issue proposes the creation of a CSS-only animated toggle switch component to be added to the project's examples. The component should be self-contained, use a specific naming convention for its animation class, and include a demo HTML file, CSS for the animation, and a README for usage instructions.

AI Summary: This issue is a beginner-friendly task to add a new fun fact about Japan to a JSON file. No coding experience is required, and the contribution can be made directly through the GitHub web interface in under a minute. It's specifically designed for first-time open-source contributors and Hacktoberfest participants.

AI Summary: This issue reports a significant number of test failures (293) in the Coverage Suite run #4119, triggered by commit f105410. These failures appear to be related to Kubernetes resource aggregation, context filtering, and fixture management within the `harness/groundtruth` module. A related PR, #20469, attempted to fix 292 test failures, suggesting this is a recurring or escalating problem.

AI Summary: This issue proposes researching and developing an optional, self-hosted Docker companion server for Linthra. This 'Bridge' would offload heavy library scanning, metadata processing, and caching from the Android app to a user's own server, improving performance for large libraries and enhancing user data privacy. The goal is to create a lighter Android app while offering power users more control and efficiency.

AI Summary: This issue seeks assistance in researching Google Chat's reaction data storage. The current parsing code assumes only one reaction per message, which may be incorrect. The goal is to find or create a dataset with multiple users and reactions on a single message to understand its storage format, requiring technical digging rather than coding.

AI Summary: This issue proposes defining and validating a MIGraphX-first ONNX Runtime execution provider strategy for AMD router signal models within vLLM Semantic Router. The goal is to ensure consistent and optimized performance on AMD ROCm servers, especially as the ROCm EP is being deprecated in favor of MIGraphX.

AI Summary: This issue is a beginner-friendly task to add a new color theme called "Ninja Shadow" to the KanaDojo project. No coding is required, and the contribution can be made directly from the browser by editing a JSON file. The task involves forking the repository, pasting theme details into a specific JSON file, and submitting a pull request.

AI Summary: This issue requires updating the `penalty.md` documentation to reflect a new `FatalAuthor` penalty site introduced in a previous pull request. The documentation currently lacks a row for this new penalty, has drifted line numbers, and contains semantically stale information regarding author authorization.

AI Summary: This issue highlights an inconsistency in the mobile navigation bar implementation between meshery.io and docs.meshery.io. The expected behavior is for the navbar to be uniform across all pages of meshery.io. The reviewer is asked to confirm if this is a bug and suggest a consistent UI implementation.

AI Summary: This issue proposes adding a new, reusable 'Empty State' component to the EaseMotion CSS framework. This component will provide a consistent and accessible way to display situations where content is unavailable, such as no search results or no data. The solution involves creating a standalone example with HTML, CSS, and a README, adhering to the framework's design principles.

AI Summary: The project currently only provides a full, unminified CSS file. This issue requests the addition of a minified CSS build (e.g., `dist/ease-motion.min.css`) to reduce file size for production environments by removing whitespace and comments. This can be achieved using a build script or a tool like cssnano.

AI Summary: The project is experiencing bit-perfect/DSD playback issues with certain DACs, which the maintainer cannot reproduce due to a lack of hardware. They are seeking testers who own affected DACs to install beta builds and provide feedback and logs to help resolve these compatibility problems. This will likely slow down the release of DAC-specific fixes.

AI Summary: This issue requests the implementation of `prefers-reduced-motion` support in an animation-focused library. The goal is to disable or shorten animations for users who have enabled the OS-level "reduce motion" setting, improving accessibility.

AI Summary: The `swap` function in `toqito.perms.swap` incorrectly determines the number of subsystems when using the documented 2-row `dim` form. It counts the number of rows in `dim` (which is always 2) instead of the number of columns, leading to an incorrect bounds check and rejection of valid subsystem indices. This contrasts with `permute_systems`, which correctly handles this scenario.

AI Summary: The `permute_systems` function in `toqito.perms` incorrectly rejects a `(1, D)` row vector input when a specific `dim` is provided. This is a regression as the same input is handled correctly when `dim` is not explicitly set, and other input shapes like 1-D arrays or column vectors are also processed without issue. The fix involves ensuring the explicit `dim` path correctly handles `(1, D)` row vectors, aligning its behavior with the `dim=None` path and other input orientations.

AI Summary: The `is_mutually_unbiased_basis` function in `toqito` incorrectly accepts sets of vectors that are not orthonormal bases. It only checks the condition between different bases, not the orthonormality within each individual basis. This leads to false positives when degenerate or non-orthonormal sets are provided.

AI Summary: This issue is a beginner-friendly task to add a new Japanese cultural etiquette tip about queuing to a JSON file. It requires no coding and can be completed in under a minute by forking the repository, editing the file directly in the browser, and submitting a pull request.

AI Summary: The animation showcase boxes in the Motion Library section are not accessible to keyboard users as they are likely implemented as non-interactive `div` elements. The issue requests these elements be made focusable and triggerable via keyboard (Enter/Space) or converted to actual `<button>` elements to improve accessibility.

AI Summary: This issue requests the addition of a "copy to clipboard" button next to class name examples displayed as plain text in the demo. This feature would allow users to easily copy the class names without manual text selection, improving usability.