review-quote-sh

As AI conversations become increasingly complex, how to efficiently review code quality and logical accuracy while precisely tracing context has become a major challenge. The review-quote-sh plugin is designed for DeepSeek Harness to address the pain points of long dialogue management and multi-dimensional review. By introducing a multi-model cross-review mechanism, it ensures that AI-generated content is more reliable. It supports graded reviews of code and replies, such as CRITICAL / MAJOR levels, and can automatically summarize divergence points through multi-model mutual review to ensure the output stands scrutiny.

The plugin's core capabilities lie in its powerful "quote Q&A" and "preference memory" features. It introduces a "quote chip" mechanism, allowing users to select specific fragments of an AI response and continue asking questions based on them, significantly enhancing the clarity of context understanding. Additionally, the plugin supports compressing long conversations into a structured format before review and includes security rate-limiting and concurrency control capabilities to ensure system stability when handling large volumes of requests.

For developers, researchers, and users who need to process complex logic verification, this is an indispensable tool. It offers a hot-swappable experience with zero core modifications, and all preferences can be persisted and saved without being lost after a restart. Whether you need deep code review or want to optimize context management in AI interactions, review-quote-sh provides strong support.