"Executing CLI commands" matching MCP connectors:

User-owned memory for AI agents, Copilot, Claude, IDEs, CLIs, and chat apps over remote MCP.

An agent-friendly API for product changelogs. A unified registry via CLI, API, or MCP.

Benchmark-first release surface with a read-only MCP endpoint and operator CLI.