name: analyze-and-convert description: Analyze a HuggingFace model and attempt OpenVINO conversion — probe properties, run strategy matrix, classify failures, and produce a structured routing report.
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 | Gather model profile (architecture, task, op types) without downloading weights |
| 2 | try-conversion.md | Run conversion strategy matrix (optimum-cli / ovc / convert_model), capture all outputs |
| 3 | classify-failure.md | Map errors to taxonomy, extract missing_op / shape_inference / accuracy signals (skip on full success) |
| 4 | build-report.md | Assemble structured report, emit <!-- agent-result --> marker for orchestrator |