Files
wshobson-agents/plugins/plugin-eval
dependabot[bot] 74fd2a5798 chore(deps): bump python-multipart in /plugins/plugin-eval (#521)
Bumps [python-multipart](https://github.com/Kludex/python-multipart) from 0.0.26 to 0.0.27.
- [Release notes](https://github.com/Kludex/python-multipart/releases)
- [Changelog](https://github.com/Kludex/python-multipart/blob/main/CHANGELOG.md)
- [Commits](https://github.com/Kludex/python-multipart/compare/0.0.26...0.0.27)

---
updated-dependencies:
- dependency-name: python-multipart
  dependency-version: 0.0.27
  dependency-type: indirect
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
2026-05-09 09:08:48 -04:00
..

plugin-eval

Three-layer quality evaluation framework for Claude Code plugins.

Quick Start

cd plugins/plugin-eval
uv sync

# Evaluate a skill (static only, instant)
uv run plugin-eval score path/to/skill --depth quick

# Evaluate with LLM judge (~30s)
uv run plugin-eval score path/to/skill --depth standard

# Full certification (all layers, ~5 min)
uv run plugin-eval certify path/to/skill

Layers

  1. Static Analysis — Structural checks, anti-pattern detection. Instant, free.
  2. LLM Judge — Semantic evaluation (triggering, orchestration, output, scope). ~30s, 4 calls.
  3. Monte Carlo — Statistical reliability via 50100 simulated runs. ~25 min.

Commands

CLI Claude Code Description
plugin-eval score /eval Score a plugin or skill
plugin-eval certify /certify Full certification with badge
plugin-eval compare /compare Head-to-head comparison
plugin-eval init Build corpus for Elo ranking

Documentation

See docs/plugin-eval.md for the full reference: layers, dimensions, scoring formula, anti-patterns, statistical methods, and project structure.