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multi-expert-analyzer

深度分析并解答任何领域的棘手问题。先判断问题涉及哪些领域,召集对应的领域专家分别搜证、按第一性原理作答(图文并茂、有权威数据和案例、讲清适用边界与证伪方式、自我验证),再经"事实核查"和"红队反驳"两道克制的校验,最后合成一篇面向小白、一气呵成、有人味的第一人称文章,全部产物存到当前项目 markdown/ 目录。触发条件:用户抛出一个想不通/难解/复杂/跨领域的问题并希望深入分析,例如"帮我分析一下……""这个问题到底怎么回事""从多个角度看……""深度思考一下……""这事儿靠谱吗""为什么会……未来会怎样",或任何需要多领域专家协作、第一性原理推演、证据支撑与证伪路径的深度解答。即使用户没有明说"多专家"或"深度分析",只要问题棘手、值得认真拆解,也应使用本 skill。

72

Quality

91%

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SKILL.md
Quality
Evals
Security

Quality

Content

85%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-engineered orchestration skill: lean overview body, crisp 8-step workflow with explicit gates and parallelization, and a clean one-level-deep reference bundle that keeps prompts out of the main file. Minor room to tighten the opening design-rationale section and make a few orchestrator-side details explicit.

DimensionReasoningScore

Conciseness

The body is dense and almost every line is non-obvious operational guidance (directory layout, expert sizing, parallel dispatch, restraint rules for verifiers, anti-synthesis-trace rules). It is not 5 because the opening "这个 skill 在做什么,为什么这么设计" section spends three paragraphs on motivational rationale ("一个人再聪明,也很难同时是经济学家、工程师和心理学家") that could be trimmed to a few bullets; it is not 3 because there is no explanation of concepts Claude already knows and no filler padding.

4 / 5

Actionability

Guidance is concrete for an orchestration skill: exact run directory `markdown/multi-expert/<主题slug>-<YYYYMMDD>/` with subdirectories, per-expert output paths `experts/NN-<角色>.md`, verifier outputs `review/fact-check.md` and `review/red-team.md`, explicit agent-selection rules (use domain subagent if present, else general-purpose role-play), and explicit parallelization instructions. It is not 5 because a few operational details (e.g., what the orchestrator reports back, how many experts to pick when in doubt) remain implicit and depend on the referenced files; not 3 because there is no pseudocode-level vagueness.

4 / 5

Workflow Clarity

The 8-step workflow is clearly sequenced with explicit gating ("等所有专家写完", "两个校验器都完成后,才动笔写最终文章"), explicit parallelization opportunities (steps 5-6 in one message, all experts in one message), and a built-in feedback loop: experts must "交稿前自我验证一轮(不通过就改到通过)". This matches the 5 anchor 'clear sequence with explicit validation steps; feedback loops', and the operations are non-destructive so no destructive-cap applies.

5 / 5

Progressive Disclosure

The body is a lean overview; all three referenced files (references/expert-brief.md, verifiers.md, synthesis.md) exist in the bundle, are referenced at their point of use in the workflow, and are summarized with one-line descriptions in the 参考文件 section. References are exactly one level deep (verified: no nested .md references inside the bundle files), matching the 5 anchor 'clear overview with well-signaled one-level-deep references'.

5 / 5

Total

18

/

20

Passed

Description

92%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 dense, well-structured description that explicitly covers what the skill does, when to trigger it with natural user phrases, and where outputs land. The only weakness is over-broad capture: by claiming any tricky problem in any domain even without explicit keywords, it raises conflict risk with other analysis and research skills.

Suggestions

Narrow the catch-all clause ("任何领域的棘手问题…只要问题棘手…也应使用本 skill") to situations where multi-domain decomposition or evidence-based falsification is genuinely needed, reducing conflicts with general analysis/research skills.

Differentiate the trigger phrases from generic analysis requests by emphasizing the distinctive markers, e.g. cross-domain (跨领域) questions or requests for evidence/falsification, rather than universal phrases like "帮我分析一下".

Consider dropping the output-location detail ("全部产物存到当前项目 markdown/ 目录") from the description in favor of one more distinctive capability phrase — the location is body material and takes description budget without aiding triggering.

DimensionReasoningScore

Specificity

The description lists multiple concrete actions: "先判断问题涉及哪些领域,召集对应的领域专家分别搜证、按第一性原理作答(图文并茂、有权威数据和案例、讲清适用边界与证伪方式、自我验证)", plus fact-check, red-team verification, synthesis into a first-person article, and output location "当前项目 markdown/ 目录". This matches the 5-anchor 'multiple specific concrete actions; comprehensive coverage' and cannot be 4 since no capability area is left unenumerated.

5 / 5

Completeness

Both 'what' (multi-expert first-principles analysis, dual verification, synthesized article, output location) and 'when' (explicit "触发条件:" section with concrete trigger phrases and example utterances) are clearly and explicitly stated. Not 4, because the 'when' is not merely present — it is fully explicit with concrete trigger phrases, exactly the 5-anchor example pattern.

5 / 5

Trigger Term Quality

It quotes many natural user phrases users would actually say: "帮我分析一下……" "这个问题到底怎么回事" "从多个角度看……" "深度思考一下……" "这事儿靠谱吗" "为什么会……未来会怎样", covering synonyms and variations. This is comprehensive natural-term coverage matching the 5 anchor, not merely 'good coverage with a few missing' (4).

5 / 5

Distinctiveness Conflict Risk

The methodology (multi-expert, fact-check, red-team, falsification paths) is distinctive, but the claim "解答任何领域的棘手问题" plus "即使用户没有明说……只要问题棘手、值得认真拆解,也应使用本 skill" makes the trigger space extremely broad — generic phrases like "帮我分析一下" or "深度思考一下" overlap heavily with general analysis/research/deep-research skills. It fits 'somewhat specific but could still overlap with similar skills' (3) better than 'mostly distinct; minor overlap risk' (4), because the catch-all capture clause invites conflicts with any analytical skill.

3 / 5

Total

18

/

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_archive/multi-expert-analyzer_20260707/SKILL.md

Reviewed

Table of Contents

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