MCP gives agents tools. Skills give agents procedures. Capsules give agents compact project context.
Large repositories make coding agents burn tokens rediscovering the same files, decisions, conventions and setup details over and over. Capsule scans your repo and writes Markdown context packs, targeting a 50–70% reduction in repeated repository-discovery context.