AI Test Loop
Force an independent critic to score your agent's work 0-100 with real commands, loop until the threshold, and block delivery on a fail-closed security gate.
Free
Works with the AI Agents you already use
Claude Code
Cursor
Codex CLI
Muse
Dots+22 moreClaude CodeCursorCodex CLIMuseDots
OpenClaw
Manus
Grok
Grok Bot+18 agentsAbout this skill
The builder is not allowed to grade its own homework. This skill turns "looks done" into "verified, scored, and independently reviewed" — the loop either reaches the threshold with evidence, or it reports exactly which gaps remain.
Use it whenever an agent produced something a human will rely on: code, UI, a pipeline, a document, a data migration. Not for throwaway exploration.
| Role | Who | Job |
|---|---|---|
| Orchestrator | the agent running the task | picks checks, runs rounds, fixes infrastructure, owns the report |
| Builder | the agent/model that wrote the artifact | fixes gaps, one class of gap per pass |
| Critic | a script you write (loop_runner.py + your checks) | runs real commands, returns a 0-100 score and a gap list |
| Reviewer | a separate agent/model context | audits critic + builder, votes, can reopen the loop |
Rule zero: builder ≠ critic ≠ reviewer. If the same context does all three, the loop is theatre. Run steps 1-3 below in the working session, then drive the script for the machine part.
How to use
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Requires
Node.js