testing Ansible playbooks *fast*
Replaces slow VM tests with 11-second LXD container spins using ZFS snapshots.
An MCP server generator for Ansible. Reflects every installed module from ansible-doc into typed, LLM-callable MCP tools.
Auto-reflects ansible-doc schemas as MCP tools—no manual tool definitions needed.
DevOps engineers, SREs, IT automation teams using Ansible
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Replaces slow VM tests with 11-second LXD container spins using ZFS snapshots.
Beats AWX/Semaphore with single-file TUI; no database or daemon needed.
Drop-in Ansible replacement with zero Python, claims 13k× faster module caching.
MCP server lets Claude search its own conversation history instead of re-deriving paid context.
Turns corrections into executable playbooks, not just static memory logs.
Session replay to test converter, but Replay.io and LogRocket already pivot toward this.