kelly-agent-observabilitylisted
Install: claude install-skill mr-kelly/skills
# Agent Fleet Observability Desk
## Overview
Kelly Agent Observability is a Busabase Cloud App-in-Skill. Its canonical
product surface is the AirApp in Busabase, not a separate local-data
product. The same Hono source supports an explicitly requested local preview
with OAuth connection bootstrap. It gives an operator a read-mostly
dashboard over a MOCK fleet of LLM agents running behind a shared AI gateway
for a generic organization: per-agent call volume, latency (p50/p95),
error/failure rate, cost, an hourly call-volume sparkline, and a Trace Detail
view that highlights exactly where a chain of tool calls broke.
This skill was never a live monitoring integration, even before this
conversion — there is no real gateway, no real agents, and no real telemetry
anywhere. The fleet snapshot (agents + metrics + traces) is generated by a
deterministic, seeded function and written into Busabase by a trusted
skill-root script (`scripts/generate_fleet_data.mjs`); the AirApp itself only
ever **reads** whatever was last generated there. The only human action is
narrow: append an "acknowledge" / "needs investigation" handoff note to an
agent or trace — always a brand-new row in the `handoffs` Base, never a field
update on the agent/trace's own record.
Default behavior is AirApp-first. Unless the user explicitly asks only for
explanation, ensure the mock fleet exists (run the seed script below if the
`agents` Base is empty) and give the user the clickable AirApp URL. Start
localhost on