This server bridges Claude with an autonomous issue resolution system that watches GitHub repos, implements fixes, and opens PRs. It exposes two MCP interfaces: a memory server with search_memory, store_learning, and recall tools backed by semantic search over project and global knowledge stores, and a task server that lets you delegate work mid-session with /sugar-task commands. The memory layer persists decisions, preferences, error patterns, and guidelines across sessions so Claude can retrieve context before starting work and store learnings as it goes. Useful when you want Claude to pull from a growing knowledge base about your project's patterns and standards, or when you need to hand off labeled GitHub issues to run through fix, test, and PR cycles autonomously while you're away.
claude mcp add --transport stdio roboticforce-sugar uvx sugar