Skrills

概要

Skrills is a modern Rust-based MCP server and CLI tool designed to empower users with local control over their AI skills, specifically `SKILL.md` files. It streamlines the process of discovering, filtering, and injecting these skills into AI prompts, such as those used by Codex CLI or Claude, while rigorously optimizing for token overhead. By employing intelligent filtering based on prompt content, embeddings, and byte limits, Skrills ensures efficient prompt usage and prevents the inclusion of unnecessarily large skill sets. It also provides manifest-first payloads and detailed diagnostics, offering robust observability and governance for AI client integrations.

主な機能

• Intelligent prompt and embedding filtering for efficient skill inclusion
• Manifest-first payloads for detailed skill summaries and content
• 3 GitHub stars
• Comprehensive diagnostics and observability for skill injection
• Manual and heuristic auto-pinning of frequently used skills
• Runtime configuration overrides and Claude skills mirroring

ユースケース

• Managing and maintaining local AI skills (SKILL.md files) across different AI clients.
• Optimizing AI prompt token usage by intelligently filtering and injecting only relevant skills.
• Automating the dynamic injection of context-specific skills based on user prompts.