# Ingest Doc

> Single-command document ingestion pipeline. Chains extractor → cui-marker → doc2qra → taxonomy → memory for PDFs and documents. Handles compliance, research, and general documents end-to-end.

- Skill: `majiayu000/ingest-doc` (Agent Skill, multi-file: 2 files)
- Install (CLI): `npx skillmds@latest add majiayu000/ingest-doc`
- Raw SKILL.md: https://api.skillmd.com/api/skills/majiayu000/ingest-doc/raw
- Safety review: pending (external: skill-scanner PASS, skillspector PASS)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: DevOps & Infra
- Author: majiayu000 (https://skillmd.com/u/majiayu000)
- Updated: 2026-09-09
- Page: https://skillmd.com/skills/majiayu000/ingest-doc

---


# Ingest Document

Single command to ingest a PDF through the full pipeline:

```
PDF → extractor → cui-marker → doc2qra → taxonomy → memory
```

## Commands

| Command | Description |
|---------|-------------|
| `./run.sh ingest <path>` | Full pipeline on a PDF/URL |
| `./run.sh ingest <path> --preset nist_controls` | Force NIST control preset |
| `./run.sh ingest <path> --dry-run` | Show what would happen without executing |
| `./run.sh ingest <path> --skip-cui` | Skip CUI marking (for public documents) |
| `./run.sh batch <dir>` | Process all PDFs in a directory |
| `./run.sh status` | Show pipeline health (all skills available?) |

## Pipeline Stages

### Stage 1: Extract (extractor skill)
- Profile document to detect preset (nist_controls, requirements_spec, etc.)
- Extract sections, tables, figures via deterministic pipeline
- Output: structured JSON + markdown

### Stage 2: CUI Check (cui-marker skill)
- Scan extracted text for CUI indicators
- Apply appropriate markings

### Stage 3: QRA Extraction (doc2qra skill)
- Generate QRA triplets via LLM
- Persona-driven quality gating
- Grounding validation filters hallucinations

### Stage 4: Taxonomy (taxonomy skill)
- Extract federated taxonomy tags (bridges: Precision, Resilience, etc.)

### Stage 5: Memory Storage (memory skill)
- Store QRAs with taxonomy tags in ArangoDB
- Create graph edges between controls and requirements

## Supported Document Types

| Type | Detected By | Preset |
|------|------------|--------|
| NIST SP 800-171 | "NIST SP", control IDs (AC-*, SC-*) | nist_controls |
| NIST SP 800-53 | "NIST SP", control catalog format | nist_controls |
| DISA STIG | "STIG", V-number findings | requirements_spec |
| CMMC Assessment Guide | "CMMC", "Cybersecurity Maturity" | requirements_spec |
| ITAR/EAR Documents | Export control markers | requirements_spec |
| Engineering Specs | REQ-xxx, "Shall" language | requirements_spec |
| General PDF/markdown | Any document | auto |