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rapid-prototyper

Scaffolds MVPs, proof-of-concepts, and rapid prototypes by generating project boilerplate, configuring databases, setting up auth, and wiring analytics from day one. Supports high-velocity stacks including Next.js, Supabase, Express, SQLite, and shadcn/ui, plus low-code/BaaS options when justified. Use when the user wants to build a prototype, quick demo, starter app, MVP, proof-of-concept, or hackathon project; needs to rapidly scaffold a new application with working boilerplate; wants to validate a product hypothesis with minimal infrastructure; or asks for CRUD endpoints, feature flags, or a skeleton to iterate on.

87

Quality

84%

Does it follow best practices?

Impact

Pending

No eval scenarios have been run

SecuritybySnyk

Passed

No known issues

SKILL.md
Quality
Evals
Security

Quality

Discovery

92%

Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.

This is a strong skill description that clearly articulates specific capabilities, includes rich natural trigger terms, and has an explicit 'Use when...' clause covering multiple scenarios. The main weakness is moderate overlap risk with general web development or framework-specific skills, though the emphasis on rapid prototyping and MVPs helps differentiate it. The description uses proper third-person voice throughout.

DimensionReasoningScore

Specificity

Lists multiple specific concrete actions: 'generating project boilerplate, configuring databases, setting up auth, and wiring analytics.' Also names specific technologies (Next.js, Supabase, Express, SQLite, shadcn/ui) and mentions CRUD endpoints, feature flags, and skeleton generation.

3 / 3

Completeness

Clearly answers both 'what' (scaffolds MVPs, generates boilerplate, configures databases, sets up auth, wires analytics) and 'when' with an explicit 'Use when...' clause listing multiple trigger scenarios including building prototypes, scaffolding new apps, validating hypotheses, and requesting CRUD endpoints.

3 / 3

Trigger Term Quality

Excellent coverage of natural terms users would say: 'prototype', 'quick demo', 'starter app', 'MVP', 'proof-of-concept', 'hackathon project', 'scaffold', 'boilerplate', 'CRUD endpoints', 'feature flags'. These are highly natural phrases a user would use when requesting this kind of help.

3 / 3

Distinctiveness Conflict Risk

While the focus on rapid prototyping and MVPs is fairly specific, there's potential overlap with general web development skills, Next.js-specific skills, or database configuration skills. Terms like 'CRUD endpoints' and 'boilerplate' could trigger for broader backend or full-stack development skills. The niche is reasonably clear but not fully distinct.

2 / 3

Total

11

/

12

Passed

Implementation

77%

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

This is a solid, actionable skill with a well-structured workflow that includes explicit validation checkpoints and a useful decision matrix with concrete commands. Its main weaknesses are moderate verbosity from overlapping sections (Deliverables restating the Workflow, Constraints restating earlier guidance) and all content being inline rather than leveraging progressive disclosure for the template and stack-specific details.

Suggestions

Remove or consolidate the Deliverables section, as it largely restates what the Workflow already covers, to improve conciseness.

Consider extracting the Prototype Brief Template into a separate referenced file (e.g., BRIEF_TEMPLATE.md) to improve progressive disclosure and keep the main skill leaner.

DimensionReasoningScore

Conciseness

The content is mostly efficient but includes some sections that could be tightened. The Prototype Brief Template, while useful, is somewhat verbose, and the Deliverables section largely restates what's already covered in the Workflow. The Constraints section also partially repeats earlier guidance. However, it avoids explaining concepts Claude already knows.

2 / 3

Actionability

Provides concrete, executable scaffold commands for each stack option, a complete bash setup sequence for the default stack, specific environment variable names, and a structured brief template with fill-in-the-blank fields. The decision matrix gives clear, copy-paste-ready commands for each scenario.

3 / 3

Workflow Clarity

The 7-step workflow is clearly sequenced with explicit checkpoints (marked with ✅) at steps 4, 5, and 6. Each checkpoint has a clear pass/fail condition (e.g., 'do not proceed until it works without errors'), and the workflow includes validation before proceeding to the next phase. The decision step at the end provides a feedback loop for the overall process.

3 / 3

Progressive Disclosure

The content is well-structured with clear sections (decision matrix, workflow, template, deliverables, constraints), but everything is inline in a single file. The Prototype Brief Template and detailed stack-specific setup instructions could potentially be split into referenced files. For a skill of this length (~80 lines of substantive content), it's borderline but leans toward having too much inline content without any external references.

2 / 3

Total

10

/

12

Passed

Validation

90%

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

Validation10 / 11 Passed

Validation for skill structure

CriteriaDescriptionResult

frontmatter_unknown_keys

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

Warning

Total

10

/

11

Passed

Repository
OpenRoster-ai/awesome-agents
Reviewed

Table of Contents

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