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veomni-develop

VeOmni-specific checklist for feature development and refactoring. Covers impact analysis across modalities, trainer hierarchy, data pipeline, and distributed code. Use before implementing any non-trivial change. For model-specific or ops-specific work, use veomni-new-model or veomni-new-op instead. Trigger: 'add feature', 'implement', 'refactor', 'reorganize', 'new capability'.

74

Quality

91%

Does it follow best practices?

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SecuritybySnyk

Passed

No findings from the security scan

SKILL.md
Quality
Evals
Security

Quality

Content

100%

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 tight, actionable checklist with executable paths, commands, and an explicit refactoring workflow including baseline validation checkpoints. It assumes Claude's intelligence, avoids concept explanations, and is well organized with no nested references.

DimensionReasoningScore

Conciseness

The body is lean and assumes Claude's competence — a table of impact areas, terse safety rules, and bullet-listed traps with no padding or explanation of concepts Claude already knows. Every line carries actionable signal.

3 / 3

Actionability

Provides concrete executable guidance: exact paths (veomni/data/data_collator.py), commands (pytest tests/), grep instructions ('grep all YAML files first'), and specific ordering constraints ('pad → slice → FA kwargs → slice position_ids') that are copy-paste ready.

3 / 3

Workflow Clarity

The Refactoring Safety Rules section gives a clear numbered sequence with explicit validation checkpoints ('run pytest before any change, record results', 'verify tests match baseline', 'Check baseline again at the end — results must be identical'), including a feedback loop of baseline comparison.

3 / 3

Progressive Disclosure

No bundle files exist (references/scripts/assets absent), and the body is well-organized into clearly headed one-level sections (Impact Analysis, Refactoring Safety Rules, Common Traps, Documentation, routing) with no nested references — appropriate for a self-contained checklist skill.

3 / 3

Total

12

/

12

Passed

Description

82%

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 complete and distinctive with strong natural trigger terms and explicit routing away from sibling skills, but the specificity of concrete actions is moderate — it enumerates analysis areas rather than the discrete actions the skill performs. Voice is correctly third person.

Suggestions

Replace the area enumeration with concrete verbs describing what the skill does (e.g., 'Analyzes impact, verifies refactoring safety, and flags cross-modality breakage').

Consider trimming 'and distributed code' redundancy to tighten the area list.

DimensionReasoningScore

Specificity

Names the domain and several affected areas ('modalities, trainer hierarchy, data pipeline, and distributed code') but lists areas of analysis rather than multiple concrete actions the skill performs, so it falls short of the 'lists multiple specific concrete actions' anchor.

2 / 3

Completeness

Clearly answers what it does ('checklist for feature development and refactoring' covering specific areas) and when to use it with an explicit 'Use before implementing any non-trivial change' and a 'Trigger:' clause, satisfying both what AND when.

3 / 3

Trigger Term Quality

Includes natural user phrasing in the explicit Trigger clause ('add feature', 'implement', 'refactor', 'reorganize', 'new capability') that users would plausibly say, giving good coverage of natural terms.

3 / 3

Distinctiveness Conflict Risk

Defines a clear niche (VeOmni feature development/refactoring) and explicitly routes overlapping cases away ('use veomni-new-model or veomni-new-op instead'), making it unlikely to trigger for the wrong skill.

3 / 3

Total

11

/

12

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.

Validation16 / 16 Passed

Validation for skill structure

No warnings or errors.

Repository
ByteDance-Seed/VeOmni
Reviewed

Table of Contents

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