OpsAgent
Manage fleets of servers in plain English. OpsAgent translates natural language into safe, auditable server operations — log triage, deploys, diagnostics.
- "Check nginx 5xx spikes on production" — done
- Label-based targeting across server groups
- Every action logged and reversible
The challenge
Operating a server fleet means living in a dozen terminals at once: grepping logs across boxes, remembering which group runs what, and doing tense manual work at 2 a.m. during an incident. We wanted an agent that could shoulder the boring parts — safely.
The hard part isn’t getting an LLM to suggest commands. It’s making sure it can never do something irreversible.
Our approach
OpsAgent translates plain-English requests into precise, scoped operations behind a wall of guardrails:
- Read-first: it triages logs and metrics across the fleet before proposing any change.
- Reversible only: anything that can’t be undone is drafted for a human, never executed.
- Dry-run by default, with label-based targeting across server groups and a full audit log of every prompt, plan, and result.
The result
On-call engineers reach root cause faster and hand off the repetitive work — without giving up control. It’s our proof that you can put an LLM in charge of real infrastructure responsibly, and it informs every AI system we build for clients.
Tech we used
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