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research-refine-pipeline

Run an end-to-end workflow that chains `research-refine` and `experiment-plan`. Use when the user wants a one-shot pipeline from vague research direction to focused final proposal plus detailed experiment roadmap, or asks to "串起来", build a pipeline, do it end-to-end, or generate both the method and experiment plan together.

74

Quality

Does it follow best practices?

Impact

No eval scenarios have been run

SecuritybySnyk

Passed

No known issues

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 well-structured orchestration skill with a clear phased workflow, explicit gating checkpoints, and exemplary progressive disclosure that delegates detail to sibling skills. The main weakness is mild redundancy across the Core Rule, Key Rules, and summary sections that could be tightened.

Suggestions

Consolidate the overlapping guidance in 'Core Rule' and 'Key Rules' to remove restated constraints and reduce token cost.

Trim the Phase 5 summary block and the PIPELINE_SUMMARY template where they duplicate the 'Default Outputs' and 'Composing with Other Skills' lists.

Consider whether the full inline PIPELINE_SUMMARY.md template is needed in SKILL.md or could be referenced from a template file to keep the overview leaner.

DimensionReasoningScore

Conciseness

Mostly efficient and assumes Claude's competence (no concept-teaching padding), but restates the staged-vs-integrated distinction and overlapping rules across 'Core Rule', 'Key Rules', and the summary sections, so it could be tightened.

2 / 3

Actionability

Provides concrete file paths, a copy-paste-ready PIPELINE_SUMMARY.md template, explicit gate questions, and specific exit-criteria checklists — actionable guidance rather than vague direction (code absence is fine for an orchestration skill).

3 / 3

Workflow Clarity

Phases 0–5 are clearly sequenced with explicit validation checkpoints (Phase 2 Planning Gate), decision branches in Phase 0 triage, and exit-criteria checklists with feedback loops.

3 / 3

Progressive Disclosure

Stays a clear overview and defers stage-specific detail to one-level-deep, clearly signaled sibling skills ('only when needed') and shared-references protocols, with content appropriately split rather than inlined.

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, specific description that states concrete capabilities, provides explicit 'Use when' triggers with natural user phrasings (including a Chinese trigger), and is clearly distinguishable from the single-stage skills it composes. No meaningful weaknesses.

DimensionReasoningScore

Specificity

Lists multiple concrete actions and deliverables — chaining `research-refine` and `experiment-plan`, producing a focused final proposal and a detailed experiment roadmap — matching the 'lists multiple specific concrete actions' anchor.

3 / 3

Completeness

Clearly answers both 'what' (chains the two workflows into proposal + experiment roadmap) and 'when' with an explicit 'Use when...' clause and multiple triggers.

3 / 3

Trigger Term Quality

Includes natural phrasings a user would actually say ('build a pipeline', 'do it end-to-end', '串起来', 'generate both the method and experiment plan together'), giving good coverage including a non-English natural trigger.

3 / 3

Distinctiveness Conflict Risk

Has a clear niche as the integrated/one-shot pipeline with distinct triggers ('串起来', 'build a pipeline', 'do it end-to-end') that differentiate it from the single-stage sibling 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

relative_links

Relative link issues: 3 suspicious

Warning

Total

15

/

16

Passed

Repository
wanshuiyin/Auto-claude-code-research-in-sleep
Reviewed

Table of Contents

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