Improvement Discriminator

Multi-signal scoring engine. Blends heuristic rules, evaluator rubrics, LLM-as-Judge, and multi-reviewer blind panel to score, rank, and recommend actions on improvement candidates.

When to Use / NOT to Use

• Score and rank candidates, run panel blind review, run LLM-as-Judge semantic evaluation, diagnose hold results
• NOT for structural evaluation (improvement-learner), gate decisions (improvement-gate), or file changes (improvement-executor)

CLI

python3 scripts/score.py --input CANDS.json [--output SCORED.json] [--state-root DIR]
  [--panel] [--llm-judge {claude,openai,mock}] [--use-evaluator-evidence]