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stryx:eval

When you must measure how a prompt, an agent or an AI feature behaves.

/stryx:eval

Inside its piece: 11 specks, one for each file on its shelf. Its twelve group-mates glow on the open book behind it. The light splits toward orange, the band of Quality.

In numbers

counted 2026-10-12 in the installed set
  • 7reference files
  • 2helper scripts
  • 11files in the skill
  • 134KB on disk
  • 7chapters
  • 1agent works by this book

Use it when

in the skill’s own words

When measuring how an AI system behaves rather than whether deterministic code is correct

  • Writing evals for a prompt, system prompt, agent configuration or an app's LLM feature (chat, summary, extraction, classification, reports)
  • Eval-driven development (evals before implementation)
  • After a prompt, instruction, model or temperature change
  • Before shipping an agent configuration, or building a regression suite for a skill
  • Comparing prompts, models or approaches on the same cases
  • Tracking whether AI output improves or regresses
  • When the user says
    • "eval"
    • "evals"
    • "evaluation"
    • "EDD"
    • "eval suite"
    • "pass rate"
    • "pass@k"
    • "pass^k"
    • "regression check"
    • "LLM-as-judge"
    • "grader"
    • "rubric score"
    • "golden set"
    • "baseline"

Not for

another skill does it

What it covers

5 parts
  • capability and regression evals
  • code
  • model and human graders
  • pass@k and pass^k targets
  • baselines and the eval runner

Inside the book

7 chapters, by title only
  1. Core philosophy
  2. Words this skill uses
  3. The procedure
  4. Graders - pick the cheapest one that decides
  5. Metrics quick reference
  6. Storage structure
  7. Best practices

Its helper

1 agent works by this book

Works with

the skills it names most

Claude loads it by itself when the moment comes; by hand, type the line at the top. It comes with the whole set: Installs all 94 skills, 32 agents and the brain program as one set. The skill’s own text is private source and is not shown here.