# Analyze And Convert

> Analyze a HuggingFace model and attempt OpenVINO conversion — probe properties, run strategy matrix, classify failures, and produce a structured routing report.

- Skill: `openvinotoolkit/analyze-and-convert` (Agent Skill, multi-file: 5 files)
- Install (CLI): `npx skillmds@latest add openvinotoolkit/analyze-and-convert`
- Raw SKILL.md: https://api.skillmd.com/api/skills/openvinotoolkit/analyze-and-convert/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: AI & ML
- Author: openvinotoolkit (https://skillmd.com/u/openvinotoolkit)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/openvinotoolkit/analyze-and-convert

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# Skill: Analyze and Convert

## When to use
When you have a model ID (or local path) and need to determine whether it converts
to OpenVINO IR, identify why it fails, and emit routing signals for the next agent
in the pipeline.

## Steps

Execute in strict order — each step produces files consumed by the next.

| Step | File | Purpose |
|---|---|---|
| 1 | [probe-model.md](probe-model.md) | Gather model profile (architecture, task, op types) without downloading weights |
| 2 | [try-conversion.md](try-conversion.md) | Run conversion strategy matrix (optimum-cli / ovc / convert_model), capture all outputs |
| 3 | [classify-failure.md](classify-failure.md) | Map errors to taxonomy, extract `missing_op` / `shape_inference` / `accuracy` signals (skip on full success) |
| 4 | [build-report.md](build-report.md) | Assemble structured report, emit `<!-- agent-result -->` marker for orchestrator |