The shadcn/improve project is an open-source tool designed to audit codebases and generate detailed implementation plans for efficient execution by cheaper models.
Source: README View on GitHub →The project is gaining attention due to its innovative approach of using a capable model for codebase understanding and planning, while delegating execution to cheaper models. This reduces costs and increases efficiency. The project stands out for its focus on self-contained plans, verification gates, and hard boundaries, making it unique in its execution planning capabilities.
Source: README, How it works sectionAudits the codebase across multiple categories such as correctness, security, performance, and tech debt, providing detailed findings with evidence and impact assessments.
Source: README, How it works sectionGenerates executable plans for code changes, ensuring all context is inlined and verification gates are set for each step, making the plans self-contained and machine-checkable.
Source: README, What makes the plans executable sectionSupports execution of plans by cheaper models and reconciliation of the execution results, allowing for iterative improvements and updates to the plans.
Source: README, Closing the loop sectionThe architecture of shadcn/improve is modular, with distinct components for mapping the codebase, auditing, planning, execution, and reconciliation. It uses parallel subagents for auditing and employs a design that ensures plans are self-contained and executable by weaker models.
Source: README, How it works sectionCenter: project; inner ring: core feature modules; outer ring: key dependencies. Auto-generated from core_features and tech_stack.key_deps.
Not enough information.The project is suitable for developers and technical teams working on large codebases who need to efficiently manage code changes, improve code quality, and reduce costs associated with execution.
Source: READMENot enough information.
Source: GitHub Releasesshadcn/improve is a promising project for teams looking to optimize codebase management and execution. Its innovative approach to using a capable model for planning and cheaper models for execution offers a unique solution for reducing costs and improving efficiency, although it may require some adaptation to existing workflows and tools.
The shadcn/improve project is an open-source tool designed to audit codebases and generate detailed implementation plans for efficient execution by cheaper models.
improve's core features include: Codebase Audit, Plan Generation, Execution and Reconciliation.
The project is gaining attention due to its innovative approach of using a capable model for codebase understanding and planning, while delegating execution to cheaper models.
The project is suitable for developers and technical teams working on large codebases who need to efficiently manage code changes, improve code quality, and reduce costs associated with execution.