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find-your-level

Interactive quiz that maps your AI/ML knowledge to a starting point in the 511-lesson, 20-phase AI Engineering from Scratch curriculum. Trigger phrases: "where should I start", "find my level", "what do I know", "which phase", "assess my knowledge", "placement test", "skip ahead"

67

Quality

81%

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SecuritybySnyk

Low

Low-risk findings worth noting

SKILL.md
Quality
Evals
Security

Quality

Content

82%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 highly actionable, well-sequenced quiz skill that gives Claude everything needed to administer, score, and produce a personalized learning path. It is token-efficient and well-structured, with only minor room to tighten prose and formalize the learning-path generation as a clearer checklist.

DimensionReasoningScore

Conciseness

The body is lean, assumes Claude's competence, and avoids explaining concepts Claude already knows; correct-answer parentheticals are minimal and serve grading, with only minor procedural prose that could be trimmed, fitting anchor 4 rather than 5.

4 / 5

Actionability

Provides exact questions, lettered options, correct answers, scoring rules, a score-to-entry-point table, and copy-ready output templates, giving fully executable guidance for an instruction-only skill.

5 / 5

Workflow Clarity

Clear sequence from greeting through five per-round scoring checkpoints to the final breakdown, entry-point mapping, learning-path table, and next-step offer; the per-round scoring serves as checkpoints, though there are no explicit error-recovery loops, placing it at anchor 4.

4 / 5

Progressive Disclosure

Self-contained with well-organized sections and no bundle files; the ROADMAP.md reference is clearly signaled as the canonical source with both a local path and a fallback URL, with only minor organization gaps keeping it below anchor 5.

4 / 5

Total

17

/

20

Passed

Description

81%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 well-constructed description with excellent trigger-phrase coverage and clear what/when completeness, anchored to a specific curriculum niche. Its main weakness is the second-person "your" phrasing, which violates the third-person-voice convention and depresses specificity.

Suggestions

Rewrite in third person to avoid the voice penalty, e.g. "Maps a learner's AI/ML knowledge to a starting point in the ... curriculum" instead of "maps your AI/ML knowledge".

Tie the more generic triggers ("where should I start", "what do I know") more explicitly to this curriculum to reduce overlap with other onboarding skills.

DimensionReasoningScore

Specificity

Names the domain and one concrete action ("maps your AI/ML knowledge to a starting point in the ... curriculum"), fitting anchor 3, but the second-person possessive "your" triggers the rubric's voice penalty, reducing the score by 1.

2 / 5

Completeness

Explicitly answers both "what" (interactive quiz mapping knowledge to an entry point) and "when" (an explicit "Trigger phrases:" clause), satisfying the top anchor with concrete triggers.

5 / 5

Trigger Term Quality

Seven natural phrases users would actually say ("where should I start", "find my level", "placement test", "skip ahead") with synonyms, matching the comprehensive-coverage anchor.

5 / 5

Distinctiveness Conflict Risk

Tied to a specific named curriculum niche with distinct triggers, but several triggers ("where should I start", "what do I know") are generic enough to overlap with other onboarding skills, sitting between anchors 4 and 5.

4 / 5

Total

16

/

20

Passed

Validation

93%

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

Validation15 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

frontmatter_unknown_keys

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

Warning

Total

15

/

16

Passed

Repository
rohitg00/ai-engineering-from-scratch
Reviewed

Table of Contents

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