Scan the harness
Run a read-only audit of the instructions, skills, and checks around your agents.
Paniolo Harness
Engineer the rig your agents work in.
Audit your coding-agent setup, find gaps, and evolve it with checks you can review. Your knowledge, skills, rules, and tools become an intelligence layer your agents can actually use.
Diagnose before you change.
See the state
Use evolve diagnose and status to understand what needs work.
Recover safely
Rollback stays free, including after a paid plan ends.
Planned Pro
Turn a diagnosis into a reviewable change.
The planned Pro tier adds evolve run, validation, harness apply, and non-interactive CI tokens. Free diagnosis and rollback remain available without an account.