2389-research/simmer

Iterative artifact refinement with investigation-first judge board - constructs problem-specific judges that read the code, understand the problem, and propose evidence-based improvements

14Stars on the repository
8Mods indexed here, across every type
1mo agoLast push, which is what freshness is scored on
MITLicence, which decides whether bodies are shown

simmer-generator

01

2389-research/simmer

Skill Claude CodeCodex

Part of simmer

Generator subskill for simmer. Produces an improved version of the artifact based on the judge's ASI feedback. Handles both single-file and workspace targets. Do not invoke directly — dispatched as a subagent by the simmer orchestrator.

14 1mo ago A 51 tokens original MIT

simmer-judge-board

02

2389-research/simmer

Skill Claude CodeCodex

Part of simmer

Judge board subskill for simmer. Dispatches a panel of judges with different lenses, runs one deliberation round where they challenge each other's scores, then synthesizes consensus scores + single ASI. Drop-in replacement for simmer-judge that produces identical output format. Do not invoke directly — dispatched by…

14 1mo ago A 76 tokens original MIT

simmer-judge

03

2389-research/simmer

Skill Claude CodeCodex

Part of simmer

Judge subskill for simmer. Scores a candidate artifact against user-defined criteria on a 1-10 scale and produces ASI (highest-leverage direction) for the next generator round. Supports judge-only, runnable evaluator, and hybrid evaluation modes. Do not invoke directly — dispatched as a subagent by the simmer…

14 1mo ago A 70 tokens original MIT

simmer-reflect

04

2389-research/simmer

Skill Claude CodeCodex

Part of simmer

Reflect subskill for simmer. Records iteration results in trajectory table, tracks best candidate, handles regression rollback, and passes ASI forward to the next round. Supports both single-file and workspace modes. Do not invoke directly — called by simmer orchestrator after each judge round.

14 1mo ago A 59 tokens original MIT

simmer-setup

05

2389-research/simmer

Skill Claude CodeCodex

Part of simmer

Setup subskill for simmer. Inspects the artifact or workspace, infers evaluation contracts and search space, proposes a complete assessment to the user, and produces a setup brief after confirmation. Conversational, not form-based — the agent does the work of understanding the problem, then presents what it found. Do…

14 1mo ago A 76 tokens original MIT

simmer

06

2389-research/simmer

Skill Claude CodeCodex

Part of simmer

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…

14 1mo ago A 124 tokens original MIT

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