| 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:
- Measurement spec from content-measurement-planner (or direct rubric + construct definition)
- Content batch (items to measure)
- Calibration samples (optional, recommended)
- 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