{"slug":"ksimback-looper","source_name":"ksimback/looper","name":"Ksimback/Looper","description":"Scaffold a well-designed agent loop with best-practice coaching and a cross-model review council. Use when the user wants to design, build, or set up an agent loop, iterative agent workflow, self-review loop, LLM-as-judge loop, multi-model council, reviewer/judge gate, or /goal-style looping process. Start from a named pattern template (security-scan, code-review, bug-hunt, docs-sync, research-synthesis) or from a blank interview. Guide goal refinement, typed verification criteria, reviewer and ","version":1,"lift":{"pass_rate_delta_pts":40.91,"pass_rate_pct":81.8,"total_cases":22,"passed_cases":18,"tokens_delta_pct":64.4,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-16T10:52:32.077024+00:00"},"skill_score":0.8182,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":40.91,"with_pass_pct":81.8,"without_pass_pct":40.9,"tokens_delta_pct":64.4,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":19,"verdict":"mixed","never_hurt":false,"completed_at":"2026-08-16T10:52:32.077024+00:00","run_id":"efb16e83-688b-4c81-ac28-85ddf769d40f","version_number":1,"is_latest_version":true,"gate":null}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":"safe","content_status":"clean","indexable":true},"license":"MIT","install_count":0,"manifest_hash":"8d81250d6cd88ed357a1c14e2bb73147beffdfe6ca596029a8acf6315439590d","raw_url":"https://app.decimal.ai/s/ksimback-looper/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/ksimback-looper"}