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multi-expert-analyzer2

召唤多领域专家智能体,对任何棘手、跨学科、有争议或开放性的问题做并行深度分析,再经过一轮克制的事实核查与红队反驳,最后由一个"干净大脑"的终稿撰写者把所有内容无缝重写成一篇第一人称、面向小白、图文并茂、有人味、留有证伪空间的深度长文。触发条件:用户提出任何值得深挖的复杂问题,尤其是跨领域、需要多方视角、需要权威数据支撑的问题;提到"帮我深度分析"、"多专家视角"、"专家怎么看"、"这个问题涉及哪些领域"、"帮我搞清楚 XX 到底是怎么回事"、"用第一性原理分析一下"、"这个观点站得住脚吗"、"帮我论证一下"、"multi-expert-analyzer2",或者只是抛出一个开放性问题如"为什么 XX 会发生"、"如何看待 XX 现象"、"XX 到底靠不靠谱"。即使用户没有明确说"专家"或"深度分析"这几个字,只要问题本身跨越多个专业领域、需要审慎论证而非泛泛而谈,也应使用本 skill。本 skill 与仓库中其他类似名称的技能(如 multi-expert-analyzer、multi-expert-analyzer1)相互独立,不共享模板或输出结构,请完全按照本文件的流程执行。

67

Quality

84%

Does it follow best practices?

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SecuritybySnyk

Passed

No findings from the security scan

SKILL.md
Quality
Evals
Security

Quality

Content

73%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 single-file workflow skill with an exemplary six-step sequence, explicit self-verification loops, an output checklist, and concrete file-handling conventions. Its weaknesses are repetition of the same requirements across steps (falsifiability, svg handling, restraint) and inlining of reference-grade style specifications that inflate the token budget.

Suggestions

Consolidate the repeated requirements: state the 证伪/证明, svg-separate-file, and 克制/restraint rules once (e.g., in a short shared '产出规范' section) and reference them from steps 2, 4, and 5 instead of restating them each time — this would cut roughly 20-30% of the body.

Split the expert-draft requirements (step 2's eight items) and the final-writer style guide (step 4's bullet list) into references files (e.g., references/expert-draft-spec.md and references/final-style-guide.md), keeping SKILL.md as a lean overview with clearly signaled links.

Trim meta-commentary ('这一条是重灾区…务必认真写', '不是走流程'-style justifications) and replace with terse imperative instructions, keeping only the constraints themselves.

DimensionReasoningScore

Conciseness

The body is well-organized and mostly efficient, but noticeably repetitive: the 证伪/证明 requirement is stated in steps 2, 4, and 6; the svg-separate-file rule appears in both step 2 and step 4; the "克制" restraint principle is explained in both step 3 and step 5; and meta-commentary like "这一条是重灾区…务必认真写" pads the instruction. It is not 4 because the duplication is recurring rather than a couple of trimmable spots, and not 2 because there is no explaining of concepts Claude already knows — everything is skill-specific process guidance.

3 / 5

Actionability

For an instruction-only skill the guidance is concrete and executable: exact file naming conventions ("markdown/expert-<领域简称>.md", "fact-check.md", "red-team.md", "final-<主题slug>.md"), asset paths ("markdown/assets/<领域简称>-<图名>.svg"), environment adaptation logic for with/without subagents, and example insertion phrases for step 5. Not 5 because there are no copy-ready example prompts or draft skeletons for dispatching the subagents, which would make the dispatch step fully turnkey; not 3 because the guidance is specific and directly executable, not high-level hints.

4 / 5

Workflow Clarity

A clearly sequenced six-step workflow with an ASCII pipeline overview, an explicit expert self-verification loop ("自我验证一轮再定稿…直到确认无误再定稿"), a convergence review stage (fact-check + red-team), a step-6 itemized recheck against every requirement, and an output checklist of expected files. This matches the anchor for clear sequence with explicit validation steps, feedback loops, and a checklist; not 4 because validation checkpoints are present and explicit at every stage, not mostly present.

5 / 5

Progressive Disclosure

No bundle files exist; the skill is a single ~120-line file with well-organized sections, a flow diagram, and an output checklist, and no buried or nested references. Structure is good and most content is appropriately placed for a single-file skill. Not 5 because the file exceeds the simple-skill threshold (~50 lines) and bodies of reference-grade content — the expert draft specifications and the final-writer style guide — are inlined where they could be split into references files; not 3 because there are no dangling or poorly-signaled references and nothing is deeply nested.

4 / 5

Total

16

/

20

Passed

Description

87%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 strong description: it states a concrete multi-stage capability set and pairs it with an unusually thorough, natural-language trigger clause that also covers the implicit-trigger case. The main risk is over-broad triggering — the open-ended question patterns would collide with general deep-analysis skills, partially mitigated by explicit sibling disambiguation.

DimensionReasoningScore

Specificity

The description names a concrete pipeline of actions — "对任何棘手、跨学科、有争议或开放性的问题做并行深度分析", "一轮克制的事实核查与红队反驳", "终稿撰写者把所有内容无缝重写成一篇第一人称…深度长文" — listing several specific actions with only minor gaps (e.g., no mention of the markdown file deliverables). It is not 5 because coverage of capabilities is not fully comprehensive, and not 3 because it goes well beyond naming 1-2 actions.

4 / 5

Completeness

It explicitly answers both what (the full three-stage analysis-then-rewrite pipeline) and when (a dedicated "触发条件:" clause listing concrete trigger phrases, plus "即使用户没有明确说…只要问题本身跨越多个专业领域…也应使用本 skill"). This matches the anchor for a clear, explicit what-and-when with concrete trigger phrases; not 4 because neither half could be more explicit.

5 / 5

Trigger Term Quality

The trigger clause enumerates comprehensive natural user phrases with variations: "帮我深度分析", "多专家视角", "专家怎么看", "这个问题涉及哪些领域", "用第一性原理分析一下", "这个观点站得住脚吗", "帮我论证一下", "为什么 XX 会发生", "如何看待 XX 现象", "XX 到底靠不靠谱", plus the skill name itself. File extensions are not applicable to this skill type. Not 4 because coverage of natural phrasing leaves essentially nothing out.

5 / 5

Distinctiveness Conflict Risk

It explicitly disambiguates from sibling skills ("与 multi-expert-analyzer、multi-expert-analyzer1 相互独立") and includes the skill name as a trigger, but the trigger net is cast extremely wide — "任何…开放性的问题", "为什么 XX 会发生", "如何看待 XX 现象" — which overlaps generic deep-analysis/research skills. It fits 'somewhat specific but could still overlap with similar skills'; not 4 because the breadth of open-question triggers is a genuine misfire surface rather than a minor overlap, and not 2 because the explicit sibling disambiguation and unique output format give it real distinctiveness.

3 / 5

Total

17

/

20

Passed

Validation

100%

Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.

Validation — 16 / 16 Passed

Validation for skill structure

No warnings or errors.

Repository

digoal/blog

Path

skills/skills_for_claude_web/multi-expert-analyzer2/SKILL.md

Reviewed

Table of Contents

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