what it finds
findings, not dashboards.
redundant work
the same file read twelve times, the same command re-run, the same search repeated — with a rough token cost for every re-read.
retry loops
a tool that errored, then got tried again — and whether it ever recovered. the loop you'd never spot scrolling a dashboard.
the skill to extract
the one thing repeated enough that it should be captured once. --skill writes the SKILL.md scaffold. that's the loop, closed.
harness-neutral
the analyzer never learns your format.
each harness gets a small adapter; they all emit the same flat shape, so adapters are additive, not rewrites. point it at either format — detection is automatic.
the honest caveat
if your runs are short and tight, postflight will tell you so and find
nothing to fix — that's a good run, not a failure. and
--skill gives you a scaffold, not a finished skill; you still write the
durable facts. it will not fabricate a problem to look useful.
install