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groq-sdk-patterns

Apply production-ready Groq SDK patterns for TypeScript and Python. Use when implementing Groq integrations, refactoring SDK usage, or establishing team coding standards for Groq. Trigger with phrases like "groq SDK patterns", "groq best practices", "groq code patterns", "idiomatic groq".

67

Quality

Does it follow best practices?

Impact

No eval scenarios have been run

SecuritybySnyk

Passed

No known issues

SKILL.md
Quality
Evals
Security

Quality

Content

65%

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

The body is highly actionable with executable TypeScript and Python patterns and a clear step sequence, but it is somewhat redundant and monolithic. Tightening duplicate wrappers and adding validation checkpoints or offloading detail to reference files would raise the conciseness, workflow-clarity, and progressive-disclosure scores.

Suggestions

Consolidate the duplicate completion logic between Step 2 and Step 4 into a single source to remove redundancy and tighten conciseness.

Add explicit validation/verification checkpoints to the workflow (e.g., confirm API key is set and a test request succeeds before building further patterns) to introduce a feedback loop.

Move the full per-step code and the 'Key SDK Differences'/'Error Handling' tables into reference files (e.g., references/typescript-patterns.md, references/error-handling.md) linked from a leaner overview to enable proper progressive disclosure.

DimensionReasoningScore

Conciseness

Largely lean code-forward content with no concept exposition, but includes some redundancy—the completion logic appears in both Step 2 and Step 4, and the 'Key SDK Differences'/'Error Handling' tables restate inline code comments—so it could be tightened.

2 / 3

Actionability

Fully executable, complete TypeScript and Python code blocks with real imports, model names, env vars, and concrete patterns (singleton, typed wrapper, streaming, retry, multi-tenant factory) that are copy-paste ready.

3 / 3

Workflow Clarity

Seven steps form a clear progression, but there are no explicit validation checkpoints or workflow-level feedback loops; error handling lives only inside code rather than as a documented validate-fix-retry sequence.

2 / 3

Progressive Disclosure

No bundle files exist and the body is a ~270-line monolithic single file with all code inline; sections are well organized, but content that could be offloaded to reference files is kept inline with no one-level-deep references.

2 / 3

Total

9

/

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.

The description is strong across all dimensions: it names concrete actions, supplies natural trigger phrases, explicitly covers both what and when, and is narrowly scoped to Groq SDK usage. Voice is correctly third person with no first/second-person phrasing.

DimensionReasoningScore

Specificity

Lists multiple concrete actions ('Apply production-ready Groq SDK patterns', 'implementing Groq integrations', 'refactoring SDK usage', 'establishing team coding standards') across both TypeScript and Python, matching the 'lists multiple specific concrete actions' anchor.

3 / 3

Completeness

Explicitly answers both 'what' (apply production-ready Groq SDK patterns) and 'when' ('Use when implementing Groq integrations, refactoring SDK usage, or establishing team coding standards') with an explicit trigger clause.

3 / 3

Trigger Term Quality

Provides natural trigger phrases a user would say ('groq SDK patterns', 'groq best practices', 'groq code patterns', 'idiomatic groq') with good coverage, clearing the 'some relevant keywords but missing common variations' level.

3 / 3

Distinctiveness Conflict Risk

Scoped to the distinct Groq SDK for TypeScript/Python with provider-specific triggers, giving it a clear niche unlikely to conflict with unrelated skills.

3 / 3

Total

12

/

12

Passed

Validation

87%

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

Validation14 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

allowed_tools_field

'allowed-tools' contains unusual tool name(s)

Warning

frontmatter_unknown_keys

Unknown frontmatter key(s) found; consider removing or moving to metadata

Warning

Total

14

/

16

Passed

Repository
jeremylongshore/claude-code-plugins-plus-skills
Reviewed

Table of Contents

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