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prompt-lookup

Activates when the user asks about AI prompts, needs prompt templates, wants to search for prompts, or mentions prompts.chat. Use for discovering, retrieving, and improving prompts.

85

1.55x
Quality

81%

Does it follow best practices?

Impact

93%

1.55x

Average score across 3 eval scenarios

SecuritybySnyk

Low

Low-risk findings worth noting

The canonical home for this skill is prompt-lookup in f/awesome-chatgpt-prompts

SKILL.md
Quality
Evals
Security

Quality

Content

78%Weight 40%Scale 1-5

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

A well-organized, mostly lean skill body that gives concrete, executable MCP tool guidance across three operations with clear sections. Adding one example call per tool and trimming the redundant 'When to Use' section would push it higher.

Suggestions

Add a short example invocation for each tool (e.g., `search_prompts(query="code review", limit=5)`) to make guidance copy-paste ready.

Trim or remove the 'When to Use This Skill' section since its content duplicates the frontmatter description.

Note expected error or empty-result handling for `search_prompts` and `get_prompt` so Claude knows what to do when nothing is found.

DimensionReasoningScore

Conciseness

The body is lean and free of padding about what prompts are, but the 'When to Use This Skill' section restates the frontmatter description and the 'Present results showing' list could be slightly tightened.

4 / 5

Actionability

Concrete tool names with typed parameters and defaults (query, limit, type, category, tag, id, outputType, outputFormat) are executable, but no example invocations with actual values are shown — a minor gap.

4 / 5

Workflow Clarity

Each operation (search, get, improve) is sequenced with clear parameter steps and presentation guidance; operations are read-mostly so validation checkpoints are not required, though no error-handling guidance is given.

4 / 5

Progressive Disclosure

A compact, single-file skill with no need for external references, organized into clearly labeled sections (When to Use, Available Tools, How to…, Guidelines) — well-organized structure fits the simple-skill exception.

5 / 5

Total

17

/

20

Passed

Description

83%Weight 40%Scale 1-5

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 description that clearly states capabilities and activation triggers in third person, with good natural keyword coverage and a distinct prompts.chat niche. Minor gains possible from sharper action verbs and reducing overlap with generic prompt-improvement skills.

Suggestions

Replace the broad verb 'discovering' with a more concrete action like 'browsing' or 'searching a library of prompts'.

Add a distinguishing phrase (e.g., 'via the prompts.chat library') to 'improving prompts' to reduce overlap with general prompt-engineering skills.

DimensionReasoningScore

Specificity

Names the prompt domain and three concrete actions ('discovering, retrieving, and improving prompts'), but 'discovering' is broad and coverage of capabilities is solid yet not fully comprehensive.

4 / 5

Completeness

Explicitly answers both what ('Use for discovering, retrieving, and improving prompts') and when ('Activates when the user asks about AI prompts... or mentions prompts.chat') with concrete trigger phrases.

5 / 5

Trigger Term Quality

Includes natural phrases users would say ('AI prompts', 'prompt templates', 'search for prompts', 'prompts.chat') with good keyword coverage, though a few natural synonyms are absent.

4 / 5

Distinctiveness Conflict Risk

The prompts.chat reference and MCP-tool framing give it a clear niche, but 'wants to improve a prompt' / 'AI prompts' could minorly overlap with general prompt-crafting skills.

4 / 5

Total

17

/

20

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
foryourhealth111-pixel/Vibe-Skills
Reviewed

Table of Contents

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