Show HN: Skillgesture – versioned, on-demand skills for AI agents (github.com)

Skillgesture has launched a local MCP server designed to efficiently manage and serve skills to AI agents through a structured organizational system. Skills are categorized into groups, skills, and subskills, stored in a central repository, and loaded on-demand, optimizing resource usage. This innovative system allows for simultaneous loading of multiple folders while managing session states independently and durably for each agent, even across multiple MCP processes. This development is significant for the AI/ML community as it enhances the modularity and adaptability of AI agent capabilities. By leveraging Markdown for skill content and JSON for cataloging metadata, Skillgesture enables developers to easily create, modify, and associate skills with specific projects or tasks. Key technical features include persistent sessions, atomic writes to prevent version conflicts, and a lightweight indexing system that allows agents to read only needed resources without loading full bundles. These improvements promise to streamline the development and deployment of intelligent agents, paving the way for more efficient workflows in AI applications.