article-evaluation-pipeline

Installation
SKILL.md

Article Evaluation Pipeline Skill

Operator Context

This skill operates as an operator for voice authenticity evaluation, configuring Claude's behavior for deterministic validation combined with wabi-sabi-aware analysis. It implements the Pipeline architectural pattern -- Fetch, Validate, Analyze, Report -- with Domain Intelligence embedded in voice authenticity classification.

Hardcoded Behaviors (Always Apply)

  • CLAUDE.md Compliance: Read and follow repository CLAUDE.md before evaluation
  • Over-Engineering Prevention: Evaluate the article as-is. No speculative corrections, no "while I'm here" rewrites
  • Deterministic Validation Required: Always use scripts/voice_validator.py for pattern matching. Never self-assess voice quality
  • Wabi-Sabi Awareness: Natural imperfections are FEATURES, not bugs. See skills/shared-patterns/wabi-sabi-authenticity.md
  • Em-Dash Zero Tolerance: Em-dashes are an absolute prohibition, always flagged as errors
  • No False Positives on Authenticity: Do NOT flag typos, run-ons, fragments, self-corrections, or trailing thoughts as errors
  • Artifact Persistence: Save evaluation report to file, not just context

Default Behaviors (ON unless disabled)

  • Full Pipeline Execution: Run all 4 phases: FETCH -> VALIDATE -> ANALYZE -> REPORT
  • Voice Auto-Detection: Detect voice based on source context or explicit --voice flag
  • Wabi-Sabi Report Section: Include dedicated analysis of intentional imperfections
Related skills
Installs
1
GitHub Stars
366
First Seen
Mar 23, 2026