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datacommons-client

Work with Data Commons, a platform providing programmatic access to public statistical data from global sources. Use this skill when working with demographic data, economic indicators, health statistics, environmental data, or any public datasets available through Data Commons. Applicable for querying population statistics, GDP figures, unemployment rates, disease prevalence, geographic entity resolution, and exploring relationships between statistical entities.

70

Quality

86%

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SecuritybySnyk

High

Do not use without reviewing

SKILL.md
Quality
Evals
Security

Quality

Content

72%

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

A highly actionable, well-structured API client skill with strong progressive disclosure, somewhat weakened by modest verbosity and a workflow that omits validation checkpoints.

Suggestions

Trim the Overview's background on what Data Commons aggregates and consolidate the inline "Common patterns" into the reference files to reduce duplication with references/.

Add explicit validation checkpoints to the Typical Workflow, e.g. "If a name resolves to no candidates, retry with a more specific name or entity_type" and "If observations are empty, verify the variable DCID via fetch_available_statistical_variables()."

Shorten or fold the Tips for Effective Use section into the relevant workflow steps so the body stays lean.

DimensionReasoningScore

Conciseness

Mostly efficient with concrete code, but the Overview explains domain context Claude largely knows and inline "Common patterns" plus the seven-item Tips section duplicate material already covered by the reference files.

2 / 3

Actionability

Provides fully executable install commands and copy-paste-ready Python examples for every endpoint, with specific parameter values and expected outputs.

3 / 3

Workflow Clarity

The Typical Workflow is clearly sequenced (resolve → discover → query → process), but it lacks explicit validation or error-recovery checkpoints such as handling unresolved names or empty observation results.

2 / 3

Progressive Disclosure

Offers a clear overview with well-signaled, one-level-deep references (observation.md, node.md, resolve.md, getting_started.md — all real files) and a dedicated Reference Documentation navigation section.

3 / 3

Total

10

/

12

Passed

Description

100%

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, well-formed description that concisely states the skill's purpose and provides explicit, natural trigger guidance anchored to a distinct named platform.

DimensionReasoningScore

Specificity

Lists multiple concrete actions such as "querying population statistics, GDP figures, unemployment rates, disease prevalence, geographic entity resolution," matching the multiple-specific-actions anchor.

3 / 3

Completeness

Explicitly answers what ("programmatic access to public statistical data from global sources") and when via a clear "Use this skill when working with..." trigger clause.

3 / 3

Trigger Term Quality

Includes natural terms users would say ("demographic data, economic indicators, health statistics, environmental data, GDP figures, unemployment rates"), giving good coverage rather than jargon.

3 / 3

Distinctiveness Conflict Risk

Anchored to a named platform (Data Commons) with triggers tied to it, giving a clear niche unlikely to conflict with unrelated skills.

3 / 3

Total

12

/

12

Passed

Validation

93%

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

Validation15 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

metadata_version

'metadata.version' is missing

Warning

Total

15

/

16

Passed

Repository
foryourhealth111-pixel/Vibe-Skills
Reviewed

Table of Contents

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