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scientific-thinking

Moved — use the scientific-method plugin instead.

62

2.91x

Quality

42%

Does it follow best practices?

Impact

99%

2.91x

Average score across 3 eval scenarios

SecuritybySnyk

Passed

No known issues

Optimize this skill with Tessl

npx tessl skill review --optimize ./.claude/skills/scientific-thinking/SKILL.md
SKILL.md
Quality
Evals
Security

Quality

Discovery

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 a deprecation notice rather than a functional skill description. It provides no information about capabilities, use cases, or trigger conditions, making it completely unusable for skill selection. The description should either be removed entirely or replaced with actual content if the skill is still active.

Suggestions

If this skill is deprecated, remove it from the skill library entirely rather than leaving a redirect notice.

If the skill should remain, replace the redirect notice with a proper description that explains what the skill does (e.g., 'Applies scientific method principles to problem-solving...') and when to use it.

Add a 'Use when...' clause with natural trigger terms users would say when needing scientific method guidance (e.g., 'hypothesis', 'experiment', 'research methodology').

DimensionReasoningScore

Specificity

The description contains no concrete actions whatsoever. It only states the skill has been moved and redirects to another plugin, providing zero information about what the skill actually does.

1 / 3

Completeness

The description answers neither 'what does this do' nor 'when should Claude use it'. It is purely a redirect notice with no functional information.

1 / 3

Trigger Term Quality

The only keyword present is 'scientific-method' which is a reference to another plugin, not a natural trigger term a user would say. No domain-relevant keywords are included.

1 / 3

Distinctiveness Conflict Risk

The description provides no distinguishing characteristics. It cannot be differentiated from any other skill since it describes no capabilities or use cases.

1 / 3

Total

4

/

12

Passed

Implementation

85%

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

This is a well-structured redirect notice that efficiently communicates the skill has moved. It provides the essential information (new path, invocation command) without unnecessary explanation. However, as a redirect rather than actual skill content, it doesn't demonstrate the qualities of a substantive skill.

DimensionReasoningScore

Conciseness

The content is maximally concise - it communicates exactly what's needed (the skill moved, where it went, how to invoke it) with zero unnecessary explanation.

3 / 3

Actionability

Provides the new location and invocation command, which is actionable for finding the skill, but offers no actual skill content or guidance since it's just a redirect notice.

2 / 3

Workflow Clarity

For a redirect/deprecation notice, the single action (go to new location) is completely unambiguous with a direct link and invocation syntax.

3 / 3

Progressive Disclosure

Appropriately structured as a minimal redirect with a clear one-level-deep reference to the actual skill location.

3 / 3

Total

11

/

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
Jamie-BitFlight/claude_skills
Reviewed

Table of Contents

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