# Review Op

> Review a CV-CUDA operator end-to-end (support / test / bench / docs coverage). Use when the user asks to review an operator, audit its input-type/layout/dtype support, test coverage, benchmark coverage, or docs/API, or to find & fix per-operator coverage gaps. Produces a deterministic findings-first report.

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

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[//]: # "SPDX-FileCopyrightText: Copyright (c) 2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved."
[//]: # "SPDX-License-Identifier: Apache-2.0"

# Review Op

Thin entry point. The checklist substance and the checks are shared repo artifacts:
the deterministic checker `tools/review_op.py` and the spec `.agents/guidance/REVIEW_OP_GUIDELINES.md`.
Keep this skill thin; do not duplicate the checklist here.

## Workflow

1. Run `python3 tools/review_op.py <Operator>` (scope with
   `--domain support|test|bench|docs`; `--format json` for machine output; `--run` for the
   GPU-run-dependent bench checks). The checker is read-only and deterministic.
2. Interpret each finding by its cited item id in `.agents/guidance/REVIEW_OP_GUIDELINES.md`. Resolve every
   `MANUAL` item by inspecting the location it points to.
3. If the user asked to fix (`--fix`), apply the corrective action named per `GAP` in
   `.agents/guidance/REVIEW_OP_GUIDELINES.md`, then **re-run the checker to prove the item is `PASS`**.
   Follow the inviolable `--fix` rules in `.agents/guidance/REVIEW_OP_GUIDELINES.md` ("### `--fix`").
4. Return findings-first: `GAP`s, then unresolved `MANUAL`s, then `RECOMMENDATION`s, then the
   per-domain + overall verdict. Completion = a re-run shows zero GAP and zero unresolved MANUAL.

## Prompt Handling

Requests like "review the Resize operator", "/review-op CenterCrop", "audit Flip's bench
coverage", or "does Remap cover every declared layout?" trigger this skill. Use `--domain` to
scope to a single domain when the request is domain-specific.