# Document RAG Pipeline Metrics

> Sub-skill of document-rag-pipeline: Metrics.

- Skill: `vamseeachanta/document-rag-pipeline-metrics` (Agent Skill)
- Install (CLI): `npx skillmds@latest add vamseeachanta/document-rag-pipeline-metrics`
- Raw SKILL.md: https://api.skillmd.com/api/skills/vamseeachanta/document-rag-pipeline-metrics/raw
- Safety review: PASS (external: skill-scanner PASS, skillspector PASS)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: DevOps & Infra
- Author: vamseeachanta (https://skillmd.com/u/vamseeachanta)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/vamseeachanta/document-rag-pipeline-metrics

---


# Metrics

## Metrics


| Metric | Typical Value |
|--------|---------------|
| Text extraction | ~50 pages/second |
| OCR processing | ~2-5 pages/minute |
| Embedding generation | ~100 chunks/second (CPU) |
| Search latency | <2 seconds (50K chunks) |
| Memory usage | ~2GB for embeddings |