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Expert Pulse (把脉) — Cross-Disciplinary Decision Review for Claude Code

When AI presents options A/B/C, you're anchored to that option space. Expert Pulse runs a second pass through 3-5 cross-disciplinary lenses and often surfaces a superior Option D.

What It Does

Expert Pulse is a Claude Code skill that transforms routine "pick A or B" moments into structured expert reviews. It selects relevant expert perspectives (cognitive psychology, behavioral economics, platform design, etc.), analyzes the decision through each lens, and delivers a synthesized recommendation with an evaluation framework.

Two trigger modes:

  • Automatic — When Claude is about to present multiple options for a major product decision, it enters expert review mode instead of just asking you to pick
  • Manual — Say "把脉" (Chinese for "take the pulse") anywhere in your message to trigger an expert review on the current topic

Example

You're designing a "Soul" (user profile) feature and discussing data source architecture. Instead of getting "here are 3 options, which do you prefer?", Expert Pulse kicks in:

专家视角选择:认知心理学(约哈里窗)、平台设计(双边数据网络效应)、
行为设计(Fogg 行为模型)、隐私架构(Privacy by Design)、
标杆产品参考(Spotify Wrapped 的数据叙事)

推荐方案:选 B(双源加权)但增加一层 — 不只是静态加权,
而是让用户看到 Soul 是如何被"两种声音"塑造的...

评估框架:
| 标准 | 说明 |
|------|------|
| 数据丰富度 | Soul 画像是否能在早期就有足够信号? |
| 用户感知 | 用户觉得 Soul "懂我"而不是"监视我"? |
| 冷启动 | 新用户没有 AI 记忆时 Soul 是否仍有价值? |
| 实现复杂度 | 加权逻辑是否可以在当前架构下 2 周内上线? |

Install

# Copy to your Claude Code skills directory
cp -r expert-pulse ~/.claude/skills/

# Or clone this repo
git clone https://github.com/YIING99/expert-pulse.git ~/.claude/skills/expert-pulse

Restart Claude Code. The skill activates automatically on major product decisions, or manually when you say "把脉".

When It Triggers

Auto-triggers on:

  • Product positioning or competitive strategy
  • User experience models or interaction paradigms
  • Data architecture with user-facing implications
  • Pricing or monetization strategy
  • Feature prioritization or roadmap direction
  • Onboarding or activation flow design
  • API/protocol design decisions

Does NOT trigger on: implementation-level choices (library selection, variable naming, minor refactors), bug fixes, or decisions where you've already expressed a clear preference.

Execution Flow

  1. Present the Landscape — List options with brief pros/cons (skipped in manual mode)
  2. Select Expert Lenses — 3-5 cross-disciplinary perspectives based on decision type
  3. Expert Analysis — Each lens challenges assumptions and surfaces missed trade-offs
  4. Synthesized Recommendation — One clear path + quick evaluation framework
  5. Save Decision — After you choose, optionally saves to KnowMine knowledge base

Expert Lens Library

Decision Domain Candidate Expert Lenses
UX / Interaction Cognitive psychology, behavioral economics, accessibility, game design
Product Positioning Jobs-to-be-done, blue ocean strategy, platform economics
Pricing Behavioral economics, SaaS metrics, price psychology
Data Architecture Systems thinking, domain-driven design, privacy-by-design
Onboarding Motivation theory (Fogg, SDT), progressive disclosure, habit formation
API Design Developer experience, network effects, composability principles

Requirements

  • Claude Code (any version with skills support)
  • Optional: KnowMine MCP for auto-saving decisions

License

MIT


Built by KING

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Expert Pulse (把脉) — Cross-disciplinary decision review skill for Claude Code

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