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multi-expert-analyzer

分析通用复杂问题,识别所涉及的领域范畴,召唤对应领域的专家角色(可多位)分别搜证与深度解析,最后将所有专家视角无缝合成为一篇面向小白、第一人称、图文并茂的 Markdown 文章,输出到项目 markdown/ 目录。触发条件:用户提出任何需要深度分析的问题,尤其是跨学科、跨领域的复杂问题。提到"帮我分析"、"深度解析"、"多角度分析"、"专家视角"、"帮我搞清楚XX"、"为什么XX"、"XX是怎么回事"、"用第一性原理分析"、"从多个维度看"等。即使用户只是提出一个开放性问题如"为什么XX会发生"或"如何看待XX现象",也应使用本 skill,尤其当问题涉及多个专业领域时。

67

Quality

84%

Does it follow best practices?

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SecuritybySnyk

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SKILL.md
Quality
Evals
Security

Quality

Content

75%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 well-structured, actionable instruction-only skill: a clear four-step pipeline with concrete output templates, naming rules, and a pre-output checklist. Its weaknesses are modest — some duplicated content (trigger examples vs. frontmatter, checklist vs. body rules), no failure/feedback path after the checklist, and slightly thin SVG/Mermaid examples.

Suggestions

Add a short feedback loop after the 质量自检清单: e.g., 'any unchecked item → return to the corresponding Step and revise before writing the file', which would also raise workflow clarity.

Replace the generic SVG guidance ('宽度建议 800px,使用清晰的字体和配色') with a minimal reusable SVG skeleton or one concrete example file, matching the specificity of the Markdown header template.

Trim duplication: drop the '触发示例' section (it repeats the frontmatter description) or the ASCII box-drawing example, and let the checklist reference rules instead of restating them.

DimensionReasoningScore

Conciseness

The body is efficient for an instruction-only skill: it contains almost no explanation of concepts Claude already knows (no 'what is Markdown', no library tutorials) and every section adds skill-specific rules. Minor trimming opportunities remain — the '触发示例' section at the end largely duplicates the frontmatter triggers, the ASCII chart example is illustrative filler, and the 质量自检清单 restates rules already given in Steps 2–3. It is not score 5 because of this duplication; it is not score 3 because the padding is minor, not 'some unnecessary explanation'.

4 / 5

Actionability

Guidance is concrete and executable for an instruction-only skill: a fixed article structure template, naming conventions with examples ("why-youth-dont-have-babies.md", "fertility-mechanism.svg"), a copy-paste Markdown file header block, per-section word counts, and explicit forbidden phrases. It is not score 5 because a few spots stay high-level — SVG guidance is '宽度建议 800px,使用清晰的字体和配色' with no template or snippet, and the Mermaid example is a bare 3-node stub rather than a representative sample. It is not score 3 because the guidance goes well beyond pseudocode-level hints.

4 / 5

Workflow Clarity

The sequence is clear and well-signed: an ASCII workflow overview, then Steps 1→4 (identify domains → per-expert analysis framework → article synthesis → file output), with an explicit '先停下来思考' checkpoint at Step 1 and a 10-item 质量自检清单 validation pass before output. It is not score 5 because the checklist is a gate without a feedback loop — nothing instructs what to do when a checklist item fails (revise which step, re-check how). It is not score 3 because checkpoints are present and explicit, not merely implicit.

4 / 5

Progressive Disclosure

Single-file skill with no references/, scripts/, or assets/ bundles; all content is appropriately inline for a ~200-line workflow document, with clean section headers (工作流总览, Step 1–4, 质量自检清单, 触发示例) that make navigation easy. It is not score 5 because the file exceeds the small-skill threshold and some content — the trigger examples and the detailed writing/length spec — could plausibly move to a reference file; it is not score 3 because nothing that clearly belongs in a separate file is inlined and the structure is consistently well organized.

4 / 5

Total

16

/

20

Passed

Description

88%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 highly specific and complete description with excellent natural trigger phrases, undermined by an over-broad trigger scope that claims any open-ended analytical question and by noticeable verbosity — the trigger enumeration and the final 'even if the user only asks…' clause repeat the same point. Third-person voice is used correctly.

Suggestions

Narrow the trigger boundary: remove or soften '即使用户只是提出一个开放性问题…也应使用本 skill' and instead specify when NOT to use it (e.g., quick factual questions, single-domain lookups), reducing conflict with general Q&A and writing skills.

Trim redundant trigger enumeration — the quoted phrase list and the '为什么XX会发生 / 如何看待XX现象' examples largely repeat each other; one of them can be cut with no loss of information.

State the expert count/output constraints inline (e.g., '1–4 expert perspectives') in the description so the 'what' matches what the body enforces.

DimensionReasoningScore

Specificity

The description lists multiple concrete actions: "识别所涉及的领域范畴", "召唤对应领域的专家角色(可多位)分别搜证与深度解析", "将所有专家视角无缝合成为一篇…Markdown 文章", "输出到项目 markdown/ 目录" — identifying, assigning, analyzing, synthesizing, and outputting a file are all explicit and comprehensive. It is not score 4 because coverage of the skill's actions is complete rather than having minor gaps; it is not below because every action is concrete, not generic.

5 / 5

Completeness

Both 'what' and 'when' are explicitly and clearly answered: the opening sentence chain states what the skill does, and "触发条件:用户提出任何需要深度分析的问题…提到…等" gives concrete trigger guidance. It is not score 4 because the 'when' clause is fully explicit with concrete trigger phrases rather than merely present.

5 / 5

Trigger Term Quality

Extensive natural trigger phrases users would actually say: "帮我分析", "深度解析", "多角度分析", "专家视角", "帮我搞清楚XX", "为什么XX", "XX是怎么回事", "用第一性原理分析", "从多个维度看". This matches the comprehensive-with-synonyms anchor; it is not score 4 because common phrasing variations (open-ended questions like "如何看待XX现象") are also explicitly covered.

5 / 5

Distinctiveness Conflict Risk

The trigger scope is aggressively broad: "用户提出任何需要深度分析的问题", and "即使用户只是提出一个开放性问题如'为什么XX会发生'或'如何看待XX现象',也应使用本 skill" — this claims essentially any open-ended explanatory question, creating high overlap risk with general analysis/explanation/writing skills. It is not score 3 because the explicit instruction to fire on virtually any open question goes beyond 'somewhat specific with some overlap'; it is not score 1 because the multi-expert synthesis + Markdown article output niche is still identifiable.

2 / 5

Total

17

/

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.

Validation — 15 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

relative_links

Relative link issues: 1 missing

Warning

Total

15

/

16

Passed

Repository

digoal/blog

Path

skills/skills_for_claude_web/multi-expert-analyzer/SKILL.md

Reviewed

Table of Contents

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