content-measurement-executor

name	content-measurement-executor
description	Apply GABRIEL-derived measurement instruments to content batches with per-item audit trails
triggers	["measure content","apply rubric","score items","content scoring","measurement execution"]
version	0.1.0

Content Measurement Executor

When to Use

Use when you have a content-measurement-planner spec (or a direct rubric) and need to apply it to a batch of content items. Produces scored results with full audit trails.

What It Does

Applies one of 7 GABRIEL-derived measurement types to content batches:

• Rate — score on a rubric scale
• Rank — order by construct
• Classify — assign categories
• Extract — pull specific information
• Discover — identify emergent patterns
• Codify — apply coding scheme
• Bucket — group by similarity

Each item gets a full audit record (prompt, response, extracted score, confidence).

Invocation

/content-measurement-executor

Input

Provide:

1. Measurement spec from content-measurement-planner (or direct rubric + construct definition)
2. Content batch (items to measure)
3. Calibration samples (optional, recommended)
4. Output format preference (JSON/CSV)

Output

• Batch statistics (distribution, mean/SD)
• Calibration report (if calibration samples provided)
• Structured measurement results (JSON/CSV)
• Per-item audit trail
• Deviation log

Companion Skills

• content-measurement-planner (upstream) — designs the measurement instrument
• measurement-critic (downstream) — validates measurement quality