Improve
Improve
Start with the question you need to answer. Use the same cases when comparing a change, and keep failures as regression cases.
For: People testing and improving agents.
Start with the question you need to answer. Use the same cases when comparing a change, and keep failures as regression cases.
- Why did this job fail?: Find recurring failures and open the affected jobs.
- What changed?: Compare jobs and agent versions.
- Where should I fix it?: Choose the part that can correct the failure at the lowest recurring cost.
- Does the change pass?: Write eval cases and gate plugin updates.
- Is the answer good enough?: Configure judges, reviewers and candidate selection.
- Is the new definition better?: Compare quality on paired cases.
- Does it cost less?: Measure billed cost per successful run.
- How do the starters perform?: Run and inspect the starter agents' evals.
- Can an agent inspect the evidence?: Grant bounded read access to results.
Interop matrix
Which MCP and A2A clients were tested against the MCP server and the A2A agents, which agent frameworks were run as harnesses, what each did, and when.
Search, compare and fix
The ⌘K search across agents, tools, nodes, jobs, pages and actions; two jobs or two versions of an agent side by side; the version a job started on; and findings that offer their fix.