Hoofy– MCP server with persistent memory, adaptive pipelines, and a Clarity Gate (github.com)

Hoofy has introduced an innovative MCP server designed to enhance AI development through features like persistent memory, structured specifications, and adaptive change management. This multifaceted server integrates persistent context capabilities using SQLite with Full-Text Search (FTS5), enabling AI systems to retain information on decisions, bugs, and patterns across sessions. It employs adaptable workflows to manage ongoing development, offering 12 variants that adjust based on the type and size of changes, coupled with a mandatory context-check stage to preempt conflicts before coding begins. The significance of Hoofy lies in its comprehensive approach to Spec-Driven Development (SDD). It transforms vague concepts into validated project architectures via a Clarity Gate, ensuring clarity in requirements and mitigating the risk of AI hallucinations. Additionally, the introduction of a knowledge graph allows complex connections between observations, enabling a navigable web of project context that enhances decision-making and reduces errors. With a unified framework that includes 32 tools and zero external dependencies, Hoofy aims to streamline AI project workflows, making it an essential tool for developers looking to improve efficiency and accuracy in AI/ML environments.