AI assistant for your server
Instead of manually going through logs and deployment records, you simply ask. The AI assistant in LaraDep knows what happened on your server — who deployed what, when, and how it went. The biggest value is not text generation or automated deployment execution, but fast navigation through history that would otherwise take tens of minutes.
What the assistant can see
The assistant has access via MCP to:
- Run metadata — UUID, start time, workspace context, who executed it, outcome.
- Preflight state — which checks ran, which failed, and why.
- Log streams — Ansible run output available for analysis.
- Server metadata — state, configuration, assignments.
- Historical records — run overview within a time window.
The assistant cannot see sensitive values — passwords, keys, and credentials are not accessible. This boundary is implemented at the MCP server level and cannot be bypassed by prompting or configuration.
Where the assistant saves time
Failure troubleshooting
The most common case: a deployment ended with an error. The assistant finds the run, goes through the log, and identifies the step where the error occurred. It compares with previous successful deployments and summarizes the likely cause.
Review of recent deployments
Before a planned change or at a team sync: a summary of deployments over the past week, identification of problematic ones, and an overview of who deployed what and with what results.
Onboarding a new team member
A new member can ask questions instead of studying documentation. The assistant describes the project and server structure and shows how the team typically works from deployment history.
Incident response
During an incident, identify the run by UUID, time window, or target server. The assistant checks preflight state, inspects the log stream, and identifies the first error messages and repeating patterns. Comparing with previous runs quickly reveals what changed. After resolution, document the procedure in the runbook.
Where MCP is not enough
MCP/AI is a tool for rapid analysis, not a replacement for an established process. The assistant does not perform remediation automatically — that always remains with the person. It does not replace an engineer's experience with the specific infrastructure. Analysis is only as good as the data in LaraDep — if a run is not recorded, the assistant has nothing to analyze.
Next step: Explore runbook and governance or workspaces and security.