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refoundai/行为产品设计

帮助用户将行为科学应用于产品设计。适用于习惯养成、减少摩擦、将心理学应用于用户体验、通过行为原则提高留存率,或使用助推手段影响用户行为。

行为产品设计 是什么?

该技能专注于在 AI 辅助产品设计工作流中整合行为科学原理。通过提供基于循证的理论框架,帮助开发者、产品经理和设计师应用如习惯形成、减少摩擦、助推机制和心理学原理等策略,以提升用户留存和 UX 设计。该技能支持在主流 IDE 或 AI 编码助手(如 Claude Code、Cursor、Codex)中使用,通过结构化的查询和指导,帮助用户在设计过程中嵌入特定行为模型(如 BJ Fogg 的行为模型),并参考常见的行为模式库(如 Nudge Theory)。其核心价值在于将抽象的心理概念转化为可操作的设计建议,从而在不增加工程复杂度的前提下提升产品粘性。技能通过分析用户当前的设计场景,推荐最相关的行为策略,并可能生成原型伪代码或 UI 调整建议。

兼容平台~Claude Code~Codex CLI~Cursor
npx skills add https://github.com/refoundai/lenny-skills/tree/main/skills/behavioral-product-design

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文档

行为产品设计 是做什么的?

帮助用户将行为科学应用于产品设计。适用于习惯养成、减少摩擦、将心理学应用于用户体验、通过行为原则提高留存率,或使用助推手段影响用户行为。

概览

该技能基于行为科学的核心框架,为产品设计师和开发人员提供可操作的见解。它利用经过验证的心理学原则来优化用户交互,并通过个性化的设计建议来提升整体体验。

使用场景

  • 习惯形成: 当设计需要鼓励用户建立长期习惯的功能时,触发此技能。
  • 减少摩擦: 当面临用户流失或低转化率时,识别并消除用户流程中的障碍。
  • UX 心理学: 需要将认知原则(如社会认同、损失厌恶或蔡格尼克效应)融入界面时。
  • 提升留存率: 利用可变奖励、进展追踪和承诺一致性等机制优化用户忠诚度。
  • 助推设计: 在不限制选择自由的情况下,通过环境调整微妙地引导用户做出更优决策。

核心框架

本技能主要采用 Fogg 的行为模型(B=MAP)作为分析基础:

  • 动机: 识别驱动用户行为的核心内外部因素。
  • 能力: 评估用户执行所需行为的难易程度,并建议简化路径。
  • 触发: 分析与用户上下文相符的提示时机与方式。

支持平台

该技能适用于以下平台:

  • Claude Code: 通过自然语言交互提供分步指导。
  • Cursor: 在编辑器中直接嵌入行为设计建议。
  • Codex: 为需要行为干预的功能生成代码片段或 UI 调整。

如何工作

  1. 上下文分析: 技能首先评估你当前的设计上下文(如用户流程、转化目标、功能类型)。
  2. 模式推荐: 基于分析结果,从行为科学库中匹配最相关的策略(例如,为签到功能推荐承諾一致性与目标梯度效应)。
  3. 可操作输出: 输出具体的 UI 文案建议、交互流程修改、或原型代码实现示例。
  4. 迭代优化: 支持基于用户反馈进一步细化建议,融合 A/B 测试数据。

示例用法

用户输入: “我正在设计一个待办事项应用,但用户经常在创建列表后就不用了。如何提高留存率?”

技能响应: “可应用‘进度效应’:在用户创建列表后,即时显示其完成进度条(例如‘4/10 项任务已完成’),并利用损失厌恶原则——若连续 3 天未登录,完成度将重置。另外,考虑引入可变奖励:每次完成关键任务后随机出现彩蛋或徽章。”

行为模式库

  • 承诺一致性: 使用公开承诺或小选择来锁定未来行为。
  • 社会认同: 显示他人正在使用或推荐此功能。
  • 稀缺性: 强调功能的限时或限量可用性。
  • 锚定效应: 在定价或难度比较中先展示极端选项。
  • 随机间歇强化: 奖励在不固定时间间隔出现,增强期待感。

注意事项

  • 所有建议必须尊重用户自主性,避免操纵性设计。
  • 建议需符合平台规定(如苹果/谷歌应用商店的审核政策)。
  • 优先使用无侵入性的轻微助推,而非强制流程修改。

许可证

MIT

Individual skills in this repo

This repo contains 20 individual skills — each has its own dedicated page.

refoundai/ai-evals

Help users create and run AI evaluations. Use when someone is building evals for LLM products, measuring model quality, creating test cases, designing rubrics, or trying to systematically measure AI output quality.

refoundai/ai-product-strategy

Help users define AI product strategy. Use when someone is building an AI product, deciding where to apply AI in their product, planning an AI roadmap, evaluating build vs buy for AI capabilities, or figuring out how to integrate AI into existing products.

refoundai/analyzing-user-feedback

Help users synthesize and act on customer feedback. Use when someone is analyzing NPS responses, processing support tickets, reviewing user research, synthesizing feedback from multiple channels, or trying to identify patterns in customer input.

refoundai/brand-storytelling

Help users craft compelling brand narratives. Use when someone is defining brand strategy, writing company positioning, creating pitch narratives, developing messaging frameworks, or trying to make their company story more memorable.

refoundai/building-a-promotion-case

Help users get promoted at work. Use when someone is preparing for a promotion conversation, building their case for advancement, trying to understand what's blocking their promotion, or figuring out how to get to the next level in their career.

refoundai/building-sales-team

Help users build and scale their sales organization. Use when someone is hiring their first salespeople, deciding when to bring on sales leadership, structuring sales compensation, or transitioning from founder-led sales.

refoundai/building-team-culture

Help users build and maintain strong team culture. Use when someone is defining team values, creating psychological safety, onboarding to a new team, navigating cultural change, or building distributed team norms.

refoundai/building-with-llms

Help users build effective AI applications. Use when someone is building with LLMs, writing prompts, designing AI features, implementing RAG, creating agents, running evals, or trying to improve AI output quality.

refoundai/career-transitions

Help users navigate career changes and pivots. Use when someone is considering a new role, transitioning into product management, evaluating job offers, taking a sabbatical, or feeling stuck in their current position.

refoundai/coaching-pms

Help users develop and coach product managers. Use when someone is managing PMs, creating development plans, running performance reviews, or trying to level up their PM team's capabilities.

refoundai/community-building

Help users build and grow product communities. Use when someone is starting a community, scaling an ambassador program, driving community-led growth, or choosing between user, developer, or partner communities.

refoundai/competitive-analysis

Help users understand and respond to competition. Use when someone is positioning against competitors, evaluating market threats, running competitive war games, or deciding how much to focus on competitors versus customers.

refoundai/conducting-interviews

Help users conduct effective hiring interviews. Use when someone is designing an interview loop, crafting interview questions, evaluating candidates in real-time, or building a structured interview process.

refoundai/conducting-user-interviews

Help users run better customer and user interviews. Use when someone is preparing for user research, planning discovery interviews, writing interview questions, analyzing interview findings, or trying to understand customer needs.

refoundai/content-marketing

Help users build content marketing strategies. Use when someone is starting a blog, building SEO, creating thought leadership content, or deciding on content formats and distribution channels.

refoundai/cross-functional-collaboration

Help users work effectively across functions. Use when someone is navigating PM-engineering relationships, resolving cross-team conflicts, building product trios, or improving handoffs between design, engineering, and product.

refoundai/defining-product-vision

Help users create compelling product visions. Use when someone is writing a vision statement, defining a long-term product direction, aligning teams on the future state, or distinguishing vision from strategy.

refoundai/delegating-work

Help users delegate effectively. Use when someone is struggling to let go of tasks, deciding what to delegate, building team autonomy, or balancing being hands-on vs hands-off.

refoundai/design-engineering

Help users understand and build design engineering capabilities. Use when someone is creating a design engineering function, hiring design engineers, or bridging the gap between design and engineering teams.

refoundai/designing-growth-loops

Help users design and optimize growth loops. Use when someone is building viral mechanics, designing referral programs, creating product-led acquisition, or figuring out how to make their product grow itself.

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