add-fe-op

Adds a new operation to OpenVINO Frontend pipelines with translator updates, registration, and tests.

Quality

80%

Does it follow best practices?

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Securityby

Passed

No findings from the security scan

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tessl review fix ./.github/agents-prototype/skills/add-fe-op/SKILL.md

Quality

Content

92%

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

The body is a concise, well-sequenced, actionable instruction set with explicit validation checkpoints, but its progressive-disclosure references point to bundle files that are missing from the skill package.

Suggestions

Add the missing referenced bundle files (pytorch.md, onnx.md, conversion-issues/onnx.md, conversion-issues/pytorch.md) or remove the broken links so navigation resolves.

Deduplicate the two "Notes" sections that both repeat "Keep this skill instruction-only in markdown".

Dimension	Reasoning	Score
Conciseness	Lean instruction-only markdown that assumes Claude's competence without padding with basic concept explanations; every section earns its place.	3 / 3
Actionability	Concrete specific guidance with real identifiers (op_table.cpp, ONNX_OP/OPSET_SINCE, ShapeOf, tests/frontend) and exact registration examples; absence of code is acceptable for an instruction-only skill.	3 / 3
Workflow Clarity	Clear 6-step sequence with explicit validation checkpoints (mark validation as blocked, idempotency check, report one of three states) and feedback loops for error recovery.	3 / 3
Progressive Disclosure	The overview uses well-signaled one-level-deep reference tables, but the referenced files (pytorch.md, onnx.md, conversion-issues/*.md) do not exist, leaving dead links despite good structure.	2 / 3
	Total	11 / 12 Passed

Description

67%

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

The description is specific and distinct, naming concrete actions in a clear niche, but it omits any explicit "Use when" trigger guidance and relies on domain jargon rather than natural user phrasings.

Suggestions

Add a "Use when..." clause stating when Claude should reach for this skill (e.g., adding op support to an OpenVINO FE pipeline).

Include more natural trigger variations a user might say, such as "add an op", "new op support", or "extend a frontend", alongside the technical terms.

Dimension	Reasoning	Score
Specificity	Lists multiple concrete actions — "translator updates, registration, and tests" — in a named domain (OpenVINO Frontend), matching the multiple-specific-actions anchor.	3 / 3
Completeness	Clearly states what the skill does but provides no "Use when..." trigger clause, so per the guidelines the when-guidance is missing and completeness is capped at 2.	2 / 3
Trigger Term Quality	Domain terms like "OpenVINO Frontend", "translator", and "registration" are relevant but lack common natural variations a user would say; no everyday phrasings such as "add an op" are present.	2 / 3
Distinctiveness Conflict Risk	The OpenVINO Frontend niche with translator/registration specifics is clearly distinct and unlikely to trigger for unrelated skills.	3 / 3
	Total	10 / 12 Passed

Validation

93%

Warnings & errors only

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

Validation — 15 / 16 Passed

Validation for skill structure

Criteria	Description	Result
relative_links	Relative link issues: 2 missing, 2 suspicious	Warning

	Total	15 / 16 Passed

Repository: openvinotoolkit/openvino
Path: .github/agents-prototype/skills/add-fe-op/SKILL.md
Commit: 4c20980

Reviewed: 4 days ago

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