simmerlisted

Use when user says "simmer this", "refine this", "hone this", "iterate on this", or asks to improve a specific artifact over multiple rounds. Runs an iterative refinement loop with investigation-first judges that read the code, understand the problem, and propose evidence-based improvements. Auto-selects single judge or multi-judge board based on complexity. Works on any artifact type: documents, prompts, specs, emails, creative writing, API designs, pipelines, codebases. Supports multi-file workspace targets, runnable evaluators, and open-ended optimization (model selection, pipeline topology, prompt tuning).
waseemnasir2k26/skynetlabs-all-claude-code · ★ 0 · AI & Automation · score 62

Install: claude install-skill waseemnasir2k26/skynetlabs-all-claude-code

# Simmer Iterative refinement loop — take an artifact (single file or workspace) and hone it repeatedly against user-defined criteria until it's as good as it can get. **Related skills (test-kitchen family):** - `test-kitchen:omakase-off` — don't know what you want → parallel designs → react → pick - `test-kitchen:cookoff` — know what you want, it's code → parallel implementations → fixed criteria → steal the best - `simmer` — know what you want, it's anything → user-defined criteria → iterate until good ## Flow ``` "Simmer this" / "Refine this" / "Optimize this pipeline" ↓ ┌─────────────────────────────────────┐ │ SETUP (identify + criteria) │ │ Load simmer-setup subskill │ │ │ │ Output: artifact, rubric, N iters, │ │ evaluator (optional), │ │ background (optional) │ └─────────────────────────────────────┘ ↓ ┌─────────────────────────────────────┐ │ LOOP (default 3 iterations) │ │ │ │ Each iteration: │ │ 1. Dispatch generator subagent │ │ 2. Run evaluator (if present) │ │ 3. Dispatch judge subagent │ │ 4. Load reflect subskill │ │ │ │ Generator gets: candidate + ASI │ │ + background │ │ Judge gets: candidate + rubric │ │ + evaluator output (if any) │ │ Reflect gets: full score history │ └────────────────────────