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code-review

Review OpenVINO changes for correctness, compatibility, performance, security, testing, and maintainability. Use when reviewing a pull request or proposed diff.

Quality

90%

Does it follow best practices?

Run evals on this skill

Adds up to 20 points to the overall score

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SecuritybySnyk

Low

Low-risk findings worth noting

SKILL.md
Quality
Evals
Security

Quality

Content

88%Weight 40%Scale 1-5

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

An exemplary instruction-only skill: lean, imperative, and sequenced with an explicit evidence-verification gate and a precise component routing table to real reference files. The remaining gaps are minor — no mechanics for obtaining the diff or example finding format, and framework-specific frontend references require one extra navigation hop.

DimensionReasoningScore

Conciseness

The body is lean and purely operational: it never explains concepts Claude already knows (no OpenVINO primers, no library tutorials), and every line — the workflow, conditional modes, priority checklist, and routing table — carries task-specific instruction. This matches the 5 anchor: every token earns its place.

5 / 5

Actionability

Guidance is consistently concrete and imperative — exact path globs ("src/common/transformations/", "tests/layer_tests/"), explicit directives ("Require validation before unsafe arithmetic", "prefer fail-fast errors"), and a defined finding format. It falls short of the 5 anchor because it omits concrete mechanics such as commands for fetching the diff or an example of a well-formed finding.

4 / 5

Workflow Clarity

The numbered four-step review workflow includes an explicit verification gate ("Before reporting a finding, confirm that the claimed problem exists in the source code... If the available evidence does not establish a defect, omit the finding"), a feedback loop against false positives, plus conditional modes and a priority checklist — matching the 5 anchor's explicit validation, error recovery, and checklist criteria.

5 / 5

Progressive Disclosure

The body is a well-organized overview with a clear component-routing table, and all six referenced files (runtime, transformations, plugins, frontend, bindings, ci) exist in references/. It sits between the 4 and 5 anchors: onnx.md and pytorch.md are only reachable via a second hop through frontend.md, and the table does not route src/frontends/onnx/ or PyTorch decoder paths directly to their framework-specific references.

4 / 5

Total

18

/

20

Passed

Description

87%Weight 40%Scale 1-5

Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.

A strong description that explicitly states what the skill does and when to use it, with a well-scoped niche and good natural trigger terms. Its only weakness is that capability coverage rests on a single action verb supported by a dimension list rather than multiple distinct concrete actions, and a few common trigger phrases are absent.

DimensionReasoningScore

Specificity

Names the domain ("OpenVINO changes") and enumerates six concrete review dimensions ("correctness, compatibility, performance, security, testing, and maintainability"), giving several specific capabilities with only minor gaps; it stops short of the 5 anchor because it uses a single action verb rather than multiple distinct concrete actions.

4 / 5

Completeness

Explicitly answers both questions: the what is "Review OpenVINO changes for correctness, compatibility, performance, security, testing, and maintainability" and the when is "Use when reviewing a pull request or proposed diff" — concrete trigger phrases for both, exactly matching the 5 anchor.

5 / 5

Trigger Term Quality

Good natural keyword coverage including synonyms — "pull request", "proposed diff", "changes", "OpenVINO" — matching phrases users would actually say; a few natural terms such as "code review" itself are missing, so it falls just below the comprehensive 5 anchor.

4 / 5

Distinctiveness Conflict Risk

The OpenVINO scoping gives it a clear niche with distinct triggers ("OpenVINO changes", "pull request", "proposed diff"), making conflicts with generic document or code skills unlikely.

5 / 5

Total

18

/

20

Passed

Validation

100%

Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.

Validation — 16 / 16 Passed

Validation for skill structure

No warnings or errors.

Repository

openvinotoolkit/openvino

Path

.claude/skills/code-review/SKILL.md

Reviewed

Table of Contents

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