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.

1.55x

Quality

—

Does it follow best practices?

Impact

93%

1.55x

Average score across 3 eval scenarios

Securityby

Advisory

Suggest reviewing before use

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 well-organized, lean instruction set for using the prompts.chat MCP tools, with concrete parameters and clear per-tool guidance. It assumes Claude's intelligence and avoids concept-explaining fluff. No bundle files are referenced or needed.

Dimension	Reasoning	Score
Conciseness	The body is lean and assumes Claude's competence — it lists tool names and parameters without explaining what prompts or MCP servers are; every line earns its place.	3 / 3
Actionability	Provides concrete tool names with exact parameters, types, defaults, and valid values (e.g., limit max 50; type TEXT/STRUCTURED/IMAGE/VIDEO/AUDIO), giving copy-paste-ready guidance for an instruction-only skill.	3 / 3
Workflow Clarity	A simple single-purpose skill with clear per-tool sections; per scoring_notes, a clear single-purpose skill can score 3, and no destructive or batch operations are present that would require validation checkpoints.	3 / 3
Progressive Disclosure	Under 50 lines with no need for external references and well-organized sections (When to Use, Available Tools, per-tool how-tos, Guidelines), meeting the simple-skill exemption for a top score.	3 / 3
	Total	12 / 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 concise, third-person, and clearly states both the concrete capabilities and the explicit activation triggers. It uses natural user terminology and occupies a distinct niche. No improvements needed.

Dimension	Reasoning	Score
Specificity	Lists multiple concrete actions — "discovering, retrieving, and improving prompts" — matching the anchor for listing multiple specific concrete actions; not below 2 since it goes beyond naming a domain and some actions.	3 / 3
Completeness	Explicitly answers both what ("discovering, retrieving, and improving prompts") and when ("Activates when..." / "Use for...") with explicit trigger guidance; a missing 'Use when...' clause would cap at 2, but it is present.	3 / 3
Trigger Term Quality	Covers natural terms a user would say — "AI prompts", "prompt templates", "search for prompts", and "prompts.chat" — giving good coverage rather than just a few relevant keywords.	3 / 3
Distinctiveness Conflict Risk	Tied to a specific niche (prompts.chat prompt library) with distinct triggers, making it unlikely to fire for unrelated skills.	3 / 3
	Total	12 / 12 Passed

Validation

100%

Warnings & errors only

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

Validation — 16 / 16 Passed

Validation for skill structure

No warnings or errors.

Repository: f/awesome-chatgpt-prompts
Commit: 4d1dff5

Reviewed: about 24 hours ago

Table of Contents

Discovery Implementation Validation

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