Enables launching and supervising local Codex and Claude Code agent sessions and one-shot tasks, exposing run, list, stop, and output operations over MCP with session-scoped permissions and sandbox controls.
Provides comprehensive session management for Claude Code with automatic initialization/cleanup, quality checkpoints, and local conversation memory with semantic search for capturing learnings across coding sessions.
Enables importing Claude Code and opencode session history into a searchable memory store and surfacing improvement suggestions, accessible from any MCP-capable client.