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prompt-gap-to-publish

Use this skill whenever a user wants to turn AI Visibility data into published content — whether they say "find content gaps", "what should we write about", "which topics have low visibility", "help me get cited by AI models", "create a blog post from our AI Visibility gaps", "we're losing to competitors on these prompts", or any variation where they want to go from AI visibility weakness to a draft article, landing page, or FAQ. This skill connects directly to Amplitude AI Visibility data (topics, prompts, visibility scores, citations, competitor data, full LLM responses and sources) and produces a publish-ready content brief plus full article draft. If the user mentions CMS (WordPress, Webflow, Contentful, Sanity, HubSpot, Ghost, Shopify), also trigger this skill to push the draft directly. Trigger even if they just say something vague like "what content should we create?" in an AI Visibility context.

72

Quality

Does it follow best practices?

Impact

No eval scenarios have been run

SecuritybySnyk

Advisory

Suggest reviewing before use

SKILL.md
Quality
Evals
Security

Quality

Content

77%

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-sequenced, highly actionable workflow with concrete tool names, field mappings, and confirmation checkpoints at the risky publish step. Its main weaknesses are verbosity in the Step 0 CMS-discovery dialogs and a monolithic single-file structure that underuses progressive disclosure for a skill of this length.

Suggestions

Condense Step 0's per-CMS setup blocks into a compact table or move the full setup dialogs into a references/cms-setup.md file, keeping only a short pointer inline.

Split the per-CMS field-mapping details in Step 6 into a reference file (e.g. references/cms-field-mappings.md) and link to it, so the main SKILL.md stays a lean overview.

Tighten filler lines such as 'This saves the user from a copy-paste dead end at the finish line' and the repeated 'Want me to continue finding your content gaps...?' phrasings to improve token efficiency.

DimensionReasoningScore

Conciseness

The body is mostly efficient and avoids explaining concepts Claude already knows, but Step 0's seven per-CMS quoted setup dialogs and repeated confirm phrasings ('Want me to continue...?') could be tightened, and lines like 'This saves the user from a copy-paste dead end at the finish line' add mild padding. It is not maximally lean, so it does not reach the score-3 anchor.

2 / 3

Actionability

Provides concrete tool names (list_ai_visibility_org_brands, get_ai_visibility_topics, wp_create_post, create_entry), explicit field mappings (fields.title, status: draft, state: DRAFT), quantified heuristics (relevancy > 60% and visibility < 40%), and character limits. Though instruction-only with no code, the guidance is specific and copy-paste ready, which the rubric rewards.

3 / 3

Workflow Clarity

Steps 0–6 are clearly sequenced with explicit confirmation checkpoints at the risky publish step ('Ready to push this to [CMS] as a draft?') and a guard ('never published without explicit instruction'). The sequence and checkpoints are explicit rather than implied, placing it above the score-2 anchor.

3 / 3

Progressive Disclosure

Sections are well-organized with clear headers and tables, but the skill is a monolithic ~250-line single file with no bundle references, and the lengthy per-CMS setup details in Step 0 and field mappings in Step 6 are content that could plausibly live in a separate reference file. It is well structured rather than a wall of text, so it is above 1, but lacks the one-level-deep references needed for a 3.

2 / 3

Total

10

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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: it states concrete capabilities, gives an unusually rich set of natural trigger phrases, and clearly answers both what the skill does and when to invoke it, all within a distinct niche. It uses an imperative 'Use this skill' form without first/second-person pronouns, so no voice penalty applies.

DimensionReasoningScore

Specificity

Lists multiple concrete actions — 'turn AI Visibility data into published content', 'produces a publish-ready content brief plus full article draft', and 'push the draft directly' to a CMS — alongside specific data types (topics, prompts, visibility scores, citations). It is comprehensive, not merely naming a domain, so it sits above the score-2 anchor.

3 / 3

Completeness

Explicitly answers both 'what' (connects to Amplitude AI Visibility data, produces a brief plus draft, pushes to CMS) and 'when' ('Use this skill whenever a user wants... whether they say...'), with explicit trigger guidance, so it is not capped at 2.

3 / 3

Trigger Term Quality

Quotes many natural phrasings a user would actually say ('find content gaps', 'what should we write about', 'help me get cited by AI models', 'what content should we create?'), giving strong coverage of common variations rather than a single keyword.

3 / 3

Distinctiveness Conflict Risk

The niche is narrow and specific (Amplitude AI Visibility gaps → published content/CMS draft) with triggers tied to an AI Visibility context, making conflict with unrelated skills unlikely.

3 / 3

Total

12

/

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
amplitude/builder-skills
Reviewed

Table of Contents

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