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market-access-value

Use market access value for academic writing workflows that need structured execution, explicit assumptions, and clear output boundaries.

19

Quality

6%

Does it follow best practices?

Impact

No eval scenarios have been run

SecuritybySnyk

Passed

No known issues

Optimize this skill with Tessl

npx tessl skill review --optimize ./scientific-skills/Academic Writing/market-access-value/SKILL.md
SKILL.md
Quality
Evals
Security

Quality

Content

12%

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

This skill is heavily padded with boilerplate, repetitive content, and generic sections that provide no domain-specific value. The actual market access / payer value proposition content is minimal—a few parameter names and a one-line ICER example—buried under layers of generic scaffolding about input validation, security checklists, and lifecycle status. The skill fails to teach Claude how to actually perform market access value assessments.

Suggestions

Remove all boilerplate sections (Security Checklist, Lifecycle Status, Evaluation Criteria, Risk Assessment) that contain only generic placeholder content and don't teach the actual skill.

Add concrete, executable examples showing how to generate ICER calculations, budget impact models, and value dossier sections—include sample inputs and expected outputs.

Eliminate redundancy: the skill description appears 3 times, py_compile appears 3 times, and multiple sections reference each other circularly. Consolidate into a single clear workflow.

Move the Response Template and Output Requirements into a referenced file, and use the freed space to provide domain-specific guidance on HTA submissions, payer negotiation frameworks, and pricing strategy content.

DimensionReasoningScore

Conciseness

Extremely verbose and repetitive. Multiple sections restate the same information (e.g., 'python -m py_compile scripts/main.py' appears three times, the skill description is repeated verbatim in 'When to Use' and 'Key Features'). Contains boilerplate sections like 'Lifecycle Status', 'Security Checklist', 'Evaluation Criteria' with generic placeholder content that adds no actionable value. Cross-references to non-existent sections ('See ## Prerequisites above') add confusion rather than clarity.

1 / 3

Actionability

Despite its length, the skill provides almost no concrete, executable guidance for the actual domain task (market access value/payer value propositions). The 'Example' section is a single line ('ICER = $45,000/QALY with uncertainty analysis') with no executable code or real workflow. Parameters like 'drug_profile' and 'comparator' are listed without any concrete usage examples. The scripts/main.py is referenced repeatedly but never shown or described in terms of actual functionality.

1 / 3

Workflow Clarity

The Workflow section provides a numbered sequence of steps, and the Error Handling section describes fallback behavior. However, the steps are generic and abstract ('Validate that the request matches the documented scope'), lacking domain-specific validation checkpoints. There are no concrete validation commands for the actual output (ICER calculations, budget impact models), only syntax checking of the Python file.

2 / 3

Progressive Disclosure

The document is a monolithic wall of text with 15+ sections, many containing redundant or boilerplate content. References to 'references/audit-reference.md' and 'references/' directory exist but no bundle files are provided to verify. Content that could be split (security checklist, evaluation criteria, lifecycle status) is inlined despite adding no instructional value. The document would benefit enormously from being condensed to a focused overview with references to supporting files.

1 / 3

Total

5

/

12

Passed

Description

0%

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 description is extremely vague and uses abstract jargon ('market access value', 'structured execution', 'clear output boundaries') without specifying any concrete actions or clear trigger conditions. It fails to communicate what the skill does, when it should be selected, or how it differs from other skills. The phrase 'market access value' is particularly confusing and does not help Claude or users understand the skill's purpose.

Suggestions

Replace abstract language with concrete actions: specify exactly what the skill does (e.g., 'Generates structured academic papers with literature reviews, methodology sections, and citations').

Add an explicit 'Use when...' clause with natural trigger terms users would say (e.g., 'Use when the user asks for help writing research papers, academic essays, or thesis drafts').

Clarify what 'market access value' means in this context or remove it entirely—it reads as jargon that obscures the skill's purpose.

DimensionReasoningScore

Specificity

The description uses vague, abstract language like 'market access value' and 'structured execution' without listing any concrete actions. There are no specific capabilities described—no verbs indicating what the skill actually does.

1 / 3

Completeness

The 'what' is essentially missing—there are no concrete actions described. The 'when' is vaguely implied ('academic writing workflows') but lacks explicit trigger guidance or a 'Use when...' clause with actionable conditions.

1 / 3

Trigger Term Quality

'Market access value' is jargon that users would not naturally say. 'Academic writing' is somewhat relevant but the other terms ('structured execution', 'explicit assumptions', 'clear output boundaries') are abstract and unlikely to match natural user queries.

1 / 3

Distinctiveness Conflict Risk

The description is so vague that it could overlap with any academic writing or document structuring skill. 'Market access value' is confusing and does not carve out a clear niche.

1 / 3

Total

4

/

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
aipoch/medical-research-skills
Reviewed

Table of Contents

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