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categorical-comparison-analysis

对两类分类数据进行对比分析,统计数量差异与比例关系并生成可视化图表。

70

Quality

85%

Does it follow best practices?

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SecuritybySnyk

Passed

No findings from the security scan

SKILL.md
Quality
Evals
Security

Quality

Content

87%

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

The content is concise, highly actionable, and well-organized into a clear Step1–Step5 flow, but the batch Excel workflow lacks explicit validation or error-recovery checkpoints, capping workflow clarity at 2.

Suggestions

Add validation checkpoints between steps, e.g. verify total_rows and non-empty categories before computing ratios, and check that total_count > 0 before dividing.

Include a brief error-recovery note for common failures (missing sheet, merged-cell edge cases, font-not-found) so Claude can self-correct mid-workflow.

DimensionReasoningScore

Conciseness

Lean, code-driven body with only brief purposeful comments (e.g. "仅读取行索引以快速计数") and no padding explaining concepts Claude already knows, so every token earns its place.

3 / 3

Actionability

Each step is fully executable Python with concrete column names, font config, and explicit output paths — copy-paste ready rather than pseudocode or vague direction.

3 / 3

Workflow Clarity

Steps 1–5 are clearly sequenced (read → clean → count → visualize → export), but this batch Excel workflow has no validation checkpoints or error-recovery loops, which per the guidelines caps clarity at 2 for such operations.

2 / 3

Progressive Disclosure

A single-purpose skill under ~110 lines with no bundle files, organized into clear Step1–Step5 sections — meeting the scoring-note allowance for simple skills to score 3 on organization.

3 / 3

Total

11

/

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 specific and uses natural trigger terms for a distinct niche, but it omits an explicit 'when to use' clause, leaving completeness capped at 2.

Suggestions

Add an explicit trigger clause, e.g. 'Use when the user wants to compare two categorical columns in an Excel file and visualize the count and proportion differences.'

Reflect the 'Excel/spreadsheet/.xlsx' trigger context explicitly so the skill surfaces when users mention spreadsheet files.

DimensionReasoningScore

Specificity

Lists multiple concrete actions — "对比分析", "统计数量差异", "比例关系", and "生成可视化图表" — matching the anchor for listing several specific concrete actions.

3 / 3

Completeness

Clearly answers "what" (compare categories, count differences, ratios, charts) but lacks any explicit "Use when..." trigger clause, which per the guidelines caps completeness at 2.

2 / 3

Trigger Term Quality

Contains natural terms users would say — "分类数据", "对比分析", "数量差异", "比例", "可视化图表" — giving good coverage of common phrasings rather than just jargon.

3 / 3

Distinctiveness Conflict Risk

The two-category comparison-analysis-with-visualization niche is specific and unlikely to trigger for unrelated skills, matching the clear-niche anchor.

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
OpenSenseNova/SenseNova-Skills
Reviewed

Table of Contents

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