Monitoring packs are MCP-native capability bundles. Install one and the command center gains a new sense — drift detection, tone scoring, policy enforcement — with no core changes.
Tracks model accuracy over time and flags drift before slow degradation becomes an incident.
Scores every agent reply for tone and accuracy — anything off-brand routes to human review, not to the customer.
Catches failures and edge cases, then hands them to a human with the full conversation and state attached.
Verifies every agent action against permissions and compliance policy. Violations never execute — they're logged and flagged.
Writes a complete record for every intervention: what happened, what was decided, and why — audit-ready.
Watches response times across the fleet and correlates slowdowns with model, load, or upstream changes.
Scans agent outputs for PII and secrets before they leave the building. Redacts, blocks, or escalates by policy.
Tracks token spend per agent and enforces budgets. Runaway loops get throttled, then quarantined.
Replays any incident from the event log against a new pack version — verify the fix before it matters.
Encode your own oversight rules — your compliance regime, your tone standards, your escalation paths — and the fleet adopts them like natives. Packs speak MCP, so anything you build plugs into the servers on the MCP page.
See the command center running a live simulated fleet — or join the waitlist for early access.