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paper-outline

Use when creating, revising, validating, or repairing a research-paper outline before writing; turns experiment evidence into a clear paper idea, scoped claims, method abstraction, evaluation plan, analysis plan, and evidence boundaries without copying run logs into the manuscript.

74

Quality

92%

Does it follow best practices?

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SecuritybySnyk

Passed

No findings from the security scan

SKILL.md
Quality
Evals
Security

Quality

Content

85%

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 skill with concrete tool calls, a full schema template, and a properly signaled reference file. The only weakness is mild verbosity from a conceptual analogy and some repeated reminders.

Suggestions

Trim the 'Strong papers often start from simple code...Residual connections...Attention...' paragraph; Claude already understands these concepts and it does not change the instructed action.

Consolidate the analysis-count guidance (4-8 jobs) so it appears once instead of being restated in 'Mature Outline Reminder', 'Analysis Plan', and 'Validation'.

Consider moving the large inline JSON contract block into references/ if it bloats context for users who only need the workflow, keeping a minimal shape example in SKILL.md.

DimensionReasoningScore

Conciseness

Mostly efficient and task-focused, but the residual-connections/attention analogy paragraph and repeated analysis-count reminders across three sections add padding Claude does not need.

2 / 3

Actionability

Gives concrete tool calls (artifact.validate_academic_outline(detail='full'), artifact.compile_outline_to_writing_plan(...)), a full copy-paste JSON contract shape, and specific bad/good examples.

3 / 3

Workflow Clarity

A clear 6-step Basic Workflow with an explicit validate-then-compile checkpoint in step 6, plus a dedicated Validation checklist with error-recovery guidance.

3 / 3

Progressive Disclosure

Core workflow and contract live inline while extra examples are offloaded to a real, clearly signaled one-level-deep reference (references/outline-patterns.md).

3 / 3

Total

11

/

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.

A strong description: third-person voice, explicit 'Use when' trigger, and a concrete list of capabilities. It answers what and when clearly and occupies a distinct niche.

DimensionReasoningScore

Specificity

Lists multiple concrete actions — 'creating, revising, validating, or repairing a research-paper outline' and turns evidence into 'paper idea, scoped claims, method abstraction, evaluation plan, analysis plan, and evidence boundaries'.

3 / 3

Completeness

Explicitly answers both what (turns experiment evidence into a clear paper idea, scoped claims, etc.) and when ('Use when ... before writing'), with an explicit trigger clause.

3 / 3

Trigger Term Quality

The 'Use when creating, revising, validating, or repairing a research-paper outline before writing' clause covers natural phrasings a user would say, anchored on the recognizable term 'research-paper outline'.

3 / 3

Distinctiveness Conflict Risk

The niche — preparing/repairing a research-paper outline before writing — is narrow with distinct triggers unlikely to fire for unrelated skills.

3 / 3

Total

12

/

12

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
ResearAI/DeepScientist
Reviewed

Table of Contents

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