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Agent Skill · 研究检索

jobs-to-be-done(待完成的工作)

jobs-to-be-done 用于查找、检索和筛选相关信息,适合在 Codex、Claude、Cursor、Gemini CLI 中需要根据关键词、任务场景或来源线索快速定位候选结果时使用。可结合来源仓库、安装命令和原始 README 继续核验具体用法。安装前建议确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写。

jobs-to-be-done 是研究检索类 Agent Skill,可用宿主为 Codex、Claude、Cursor、Gemini CLI,通过GitHub 仓库获取,权限为只读;许可证信息还不明确,第三方扫描已通过,按安装量在研究检索类的 73,674 个 Skill 里排第 35,360。

总安装 2,097周安装 84GitHub Stars 85下载 679核验 2026-05-01

安装说明

本站只整理中文说明,不托管安装包,也不代用户安装。
GitHub
许可证
unknown

安装方式

通过对话安装

复制提示词发给支持本地命令或 Skills 的 AI 助手,先确认命令和权限,再让它执行。

请帮我安装这个 Agent Skill:jobs-to-be-done(待完成的工作)
来源仓库:https://github.com/guia-matthieu/clawfu-skills
仓库路径:skills/jobs-to-be-done
安装命令:
npx skills add https://github.com/guia-matthieu/clawfu-skills --skill jobs-to-be-done
安装前请先检查当前环境是否支持对应 CLI,并向我确认将要执行的命令、安装目录、联网范围和文件读写权限;确认后再执行。

命令行安装

复制命令到本机终端执行。该命令会通过 npx skills 从第三方来源获取 Skill;本站只展示命令,不托管安装包,也不自动执行。

skills.shnpx skills
npx skills add https://github.com/guia-matthieu/clawfu-skills --skill jobs-to-be-done

这个 Skill 是做什么的

研究检索类 Skill 主要解决「找资料、核对事实、把来源整理清楚」的问题,通常会让助手先检索再总结。

jobs-to-be-done 用于查找、检索和筛选相关信息。适合在 Codex、Claude、Cursor、Gemini CLI 中根据关键词、任务场景或来源线索快速定位候选结果。通过 npx skills add 命令从指定 GitHub 仓库安装并使用。

安装前需确认权限范围和维护状态,注意是否会触发联网或文件读写操作。建议结合原始 README 核验具体用法和功能边界。

来源仓库内路径:skills/jobs-to-be-done

上手步骤

4 步
  1. 1

    确认自己的宿主工具

    公开资料标注支持 Codex、Claude、Cursor、Gemini CLI;先确认自己用的是其中之一,再按对应工具的 Skills 目录放置。

  2. 2

    拿到安装命令

    可以直接复制的命令是 npx skills add https://github.com/guia-matthieu/clawfu-skills --skill jobs-to-be…;命令里的占位符换成自己的路径或密钥再执行。

  3. 3

    安装后重启宿主

    命令执行完要完全退出宿主工具再打开,让新装的 Skill 被重新扫描到,否则列表里可能看不到。

  4. 4

    按最小权限试用

    它标注为只读,先用只读任务试一次,确认行为符合预期再扩大使用范围。

常见问题

6 条

jobs-to-be-done 怎么安装?

在终端执行 npx skills add https://github.com/guia-matthieu/clawfu-skills --skill jobs-to-be-done。装完完全退出宿主工具再打开,让它重新扫描本地 Skill。

jobs-to-be-done 支持哪些 AI 工具?

公开资料标注支持 Codex、Claude、Cursor、Gemini CLI。其他工具只要能读取本地 Skill 目录,一般也能手动放进去,但要自己确认触发方式是否一致。

jobs-to-be-done 需要什么权限?

权限级别是只读。该 Skill 主要提供规则、说明或参考内容,本身偏只读;真正读写文件、联网或执行命令仍取决于宿主 Agent 的任务。

jobs-to-be-done 是免费的吗?

公开资料没有标注明确许可证,收费和商用限制都无法确认。正式使用前请到来源仓库核对授权说明。

jobs-to-be-done 用的人多吗?

公开数据是累计安装 2,097 次,近一周安装 84 次,下载 679 次,GitHub 85 星。这些数字来自第三方目录统计,只能当作热度参考,不代表质量或安全性。

jobs-to-be-done 安全吗?

第三方扫描结果为通过,但这只覆盖已知的静态检查项,不能替代自己读一遍源码和安装命令。

值得选的地方和要先想清楚的地方

值得选的地方

  • 同时适配 4 种工具,换客户端不用重新找替代品。
  • 第三方扫描已通过,常见的高风险行为没有命中。
  • 标注为只读权限,试用阶段不容易误改本地文件。

先想清楚的地方

  • 许可证没有明确标注,能不能商用、能不能再分发都不确定。
  • 第三方目录整理,版本更新和行为细节以来源仓库为准。

适不适合你

更适合

  • 已经在用 Codex,想直接扩展它能力的人。
  • 需要处理研究检索类任务、又不想每次都手写提示词的人。
  • 只想先试试效果、不希望它改动本地文件的人。

不太适合

  • 需要明确授权才能用到公司项目里的场景。
  • 需要厂商级技术支持和 SLA 的生产系统。

研究检索类 Skill 对比

6 个同类
Skill总安装GitHub 星权限许可证扫描
find-skills

寻找技能 · Codex、Claude

31,199,81316,486操作浏览器MIT有提醒
self-improving-agent

自我改进 Agent · OpenClaw

16,464,0023,396接触敏感数据MIT-0通过
soultrace

灵魂追踪 · Codex、Claude

7,588,94412需要联网未明确有提醒
self-improving

自我完善 · OpenClaw

6,829,2841,046需要联网MIT-0通过
microsoft-foundry

微软代工厂 · Codex、Claude

6,614,144764调用外部服务未明确有提醒
jobs-to-be-done

待完成的工作 · 本页

2,09785只读未明确通过

按安装量取同分类前几名;数字来自第三方目录统计,只作热度参考,不代表质量结论。

SKILL.md 原文

Jobs to Be Done - Customer Motivation Framework

Understand why customers really buy by uncovering the "job" they're hiring your product to do

When to Use This Skill

  • Understanding customer motivation beyond demographics and feature requests
  • Finding product-market fit by identifying the real progress customers seek
  • Discovering why customers switch (or don't) between solutions
  • Identifying true competition that isn't obvious from industry categories
  • Creating marketing messages that resonate with real customer struggles
  • Prioritizing features based on unmet customer needs
  • Conducting customer research that reveals actionable insights

Methodology Foundation

AspectDetails
SourceCompeting Against Luck (2016), The Innovator's Solution (2003)
ExpertClayton Christensen (Harvard Business School), Tony Ulwick (Strategyn)
Core Principle"People don't buy products; they hire them to get jobs done. Understanding the job—not the customer or the product—is the key to predictable innovation."

What Claude Does vs What You Decide

Claude DoesYou Decide
Structures production workflowFinal creative direction
Suggests technical approachesEquipment and tool choices
Creates templates and checklistsQuality standards
Identifies best practicesBrand/voice decisions
Generates script outlinesFinal script approval

What This Skill Does

This skill helps you shift from asking "Who is my customer?" to asking "What job is my customer trying to get done?"

The result is a fundamentally different understanding of why people buy:

  1. Uncover the real job - The progress customers are trying to make in their lives
  2. See all three dimensions - Functional, emotional, and social needs
  3. Understand the forces - What pushes people to change and what holds them back
  4. Map the job - Break it down into steps where you can add value
  5. Identify true competition - Everyone solving the same job, regardless of category

This transforms feature-driven product development into progress-driven innovation.

How to Use

Prompt Examples

Help me identify the Job to Be Done for customers who buy [product/service].
Use the Christensen JTBD framework. Consider functional, emotional, and social dimensions.
I'm seeing customers use my product for [unexpected purpose]. Help me understand
what job they might be hiring it for using JTBD analysis.
Create a Job Map for [specific customer goal]. Break it into the 8 universal steps
and identify where customers might struggle most.
Analyze the forces of progress for someone switching from [current solution] to [my product].
What's pushing them, pulling them, causing anxiety, and creating habit inertia?
Write Job Stories (not user stories) for my [product]. Focus on situation,
motivation, and expected outcome rather than user type and action.

Instructions

The Core Framework

┌─────────────────────────────────────────────────────────────┐
│                  JOBS TO BE DONE                            │
├─────────────────────────────────────────────────────────────┤
│                                                             │
│  "When [CIRCUMSTANCE], I want to [JOB], so I can [OUTCOME]" │
│                                                             │
│  ┌───────────┐   ┌───────────┐   ┌───────────┐             │
│  │FUNCTIONAL │ + │ EMOTIONAL │ + │  SOCIAL   │             │
│  │    JOB    │   │    JOB    │   │    JOB    │             │
│  └───────────┘   └───────────┘   └───────────┘             │
│                                                             │
│  What they're    How they want   How they want              │
│  trying to DO    to FEEL         to be SEEN                 │
│                                                             │
└─────────────────────────────────────────────────────────────┘

Step 1: Understand the Three Dimensions

Every job has three dimensions. Products that address all three are far more likely to be "hired."

DimensionQuestionExample (Fitness App)
FunctionalWhat are they trying to accomplish?Get exercise guidance and track workouts
EmotionalHow do they want to feel?Feel confident, accomplished, in control of health
SocialHow do they want to be perceived?Be seen as fit, disciplined, health-conscious

Key Insight: Many products fail because they nail the functional job but ignore the emotional and social dimensions.

Exercise: For your product, fill in:

  • "Customers hire us to DO _______________"
  • "Customers hire us to FEEL _______________"
  • "Customers hire us to BE SEEN AS _______________"

Step 2: Identify the Forces of Progress

Four forces determine whether a customer will "switch" to your solution:

                    ┌─────────────┐
                    │    PUSH     │
                    │ Problems    │
                    │ with status │
                    │    quo      │
                    └──────┬──────┘
                           ↓
┌─────────────┐     ┌──────────────┐     ┌─────────────┐
│   HABIT     │←────│   CUSTOMER   │────→│    PULL     │
│  Comfort    │     │   DECISION   │     │ Attraction  │
│  with old   │     └──────────────┘     │   of new    │
│   way       │                          │  solution   │
└─────────────┘            ↑              └─────────────┘
                    ┌──────┴──────┐
                    │   ANXIETY   │
                    │   Fear of   │
                    │   change    │
                    └─────────────┘

Switch happens when: Push + Pull > Habit + Anxiety

ForceWhat to AskExample
PushWhat's frustrating about their current situation?"I keep losing track of my workouts in notebooks"
PullWhat's appealing about the new solution?"The app shows my progress visually"
AnxietyWhat fears do they have about changing?"What if I can't figure out how to use it?"
HabitWhat's comfortable about the status quo?"I've always used notebooks, it's familiar"

Tactical Application:

  • Increase Push: Help customers see the true cost of their current solution
  • Increase Pull: Demonstrate the progress they can make
  • Reduce Anxiety: Provide guarantees, trials, social proof
  • Reduce Habit: Make switching easy, offer migration tools

Step 3: Map the Job

Break down any job into the universal 8-step Job Map:

StepDescriptionQuestions to Ask
1. DefineDetermine goals and plan"What are you trying to accomplish?"
2. LocateGather inputs needed"What do you need to get started?"
3. PrepareSet up and organize"How do you get ready?"
4. ConfirmVerify readiness"How do you know you're ready?"
5. ExecutePerform the core job"What are the key steps?"
6. MonitorCheck progress"How do you know it's working?"
7. ModifyMake adjustments"What do you change if needed?"
8. ConcludeWrap up and clean up"How do you finish up?"

Example: Job = "Prepare a nutritious dinner on a busy weeknight"

StepActivityStruggle Points
DefineDecide what to makeToo many options, dietary restrictions
LocateGet ingredientsMissing items, trip to store
PreparePrep ingredientsTakes too long, messy
ConfirmCheck recipeConfusing instructions
ExecuteCook the mealTiming multiple dishes
MonitorWatch for donenessBurning, undercooking
ModifyAdjust seasoningUnsure how to fix mistakes
ConcludeServe and cleanPile of dishes

Innovation Opportunity: Each struggle point is an opportunity to create value.


Step 4: Discover Desired Outcomes

For each job step, identify what customers use to measure success:

Format: [Direction] + [Metric] + [Object]

Examples:

  • "Minimize the time it takes to find ingredients"
  • "Minimize the likelihood of burning the food"
  • "Increase the confidence that family will enjoy it"
  • "Minimize the effort required to clean up"

Quantify Importance & Satisfaction: Survey customers on:

  1. How important is this outcome? (1-10)
  2. How satisfied are you with current solutions? (1-10)

Opportunity Score = Importance + (Importance - Satisfaction)

High opportunity = High importance, Low satisfaction


Step 5: Redefine Your Competition

JTBD reveals that competition extends far beyond your industry.

Traditional View: Same product category JTBD View: All solutions hired for the same job

Example: Job = "Feel energized in the morning"

SolutionCategorySame Job?
CoffeeBeverage✓
Energy drinkBeverage✓
Morning jogFitness✓
Cold showerPersonal care✓
Meditation appWellness✓
Upbeat playlistEntertainment✓

Strategic Implication: You're not competing with similar products. You're competing with every way customers currently get the job done.


Step 6: Write Job Stories

Replace user stories with Job Stories for better product decisions.

User Story (Traditional):

"As a [user type], I want [action], so that [benefit]."

Job Story (JTBD):

"When [situation/context], I want to [motivation], so I can [expected outcome]."

Comparison:

User StoryJob Story
"As a busy parent, I want a quick meal option""When I get home exhausted from work and the kids are hungry NOW, I want to put something nutritious on the table in under 20 minutes, so I can feed my family without guilt or stress"
"As a fitness enthusiast, I want to track workouts""When I finish a workout and want to see my progress, I want to quickly log what I did, so I can feel accomplished and know I'm improving"

Job Stories capture:

  • Circumstance (the trigger)
  • Motivation (the real goal)
  • Outcome (the definition of success)

Examples

Example 1: The Milkshake Story (Classic)

Situation: Fast-food chain wants to improve milkshake sales. Traditional research (focus groups, demographics) fails.

JTBD Analysis:

Morning Customers (Commuters):

  • Job: Make the boring commute more interesting and stay full until lunch
  • Functional: One-hand consumption, filling, lasts the whole drive
  • Emotional: Feel satisfied, not bored
  • Social: N/A (alone in car)
  • Competition: Bananas, bagels, donuts

Afternoon Customers (Parents):

  • Job: Be a good parent by treating the kids
  • Functional: Quick, manageable for children
  • Emotional: Feel like a caring parent
  • Social: Be seen as fun/generous by the child
  • Competition: Ice cream, candy, toys

Implications:

  • Morning: Make it thicker (lasts longer), add texture (interest), self-serve kiosk (faster)
  • Afternoon: Smaller size, quicker to consume, kid-friendly packaging

Example 2: SaaS Product Discovery

Situation: A project management tool sees unexpected adoption by freelancers.

JTBD Interview Findings:

The Job: "Appear professional and organized to clients"

Forces:

  • Push: "I was embarrassed when I lost a client email and missed a deadline"
  • Pull: "This makes me look like I have my act together"
  • Anxiety: "What if it's overkill? What if I can't figure it out?"
  • Habit: "I've always just used sticky notes and Gmail"

Three Dimensions:

  • Functional: Keep track of tasks and deadlines
  • Emotional: Feel in control, confident
  • Social: Appear professional, reliable to clients

Job Stories:

  1. "When a client sends multiple emails about different projects, I want to quickly organize everything by project, so I can respond promptly without missing anything."
  2. "When I'm on a call with a client asking for a status update, I want to instantly see where everything stands, so I can sound professional and knowledgeable."

Product Decisions Based on This:

  • Add "client view" so freelancers can share professional-looking status updates
  • Create quick-capture feature for emails
  • Build "instant status" dashboard for calls

Checklists & Templates

JTBD Discovery Interview Guide

## JTBD Interview for: [Product/Service]

### Opening
"I'd like to understand the story of how you came to use [product].
Walk me through what was happening in your life when you first started looking."

### Timeline Questions
1. "When did you first realize you needed something like this?"
2. "What was happening in your life at that moment?"
3. "What did you try first? How did that work out?"
4. "When did you first hear about [our product]?"
5. "What almost stopped you from trying it?"
6. "What was the moment you decided to actually use it?"
7. "What did you have to give up or change?"

### Forces Questions
**Push**: "What was frustrating about how you were doing it before?"
**Pull**: "What about [product] was appealing?"
**Anxiety**: "What were you worried about?"
**Habit**: "What was hard about changing?"

### Outcome Questions
"If [product] worked perfectly, what would be different in your life?"
"How do you know when you've succeeded at [the job]?"

### Wrap-Up
"If [product] disappeared tomorrow, what would you do instead?"

Job Analysis Template

## Job Analysis: [Customer Segment]

### The Job (One Sentence)
"Help me _________________ so I can _________________"

### Three Dimensions
| Dimension | The Job | Evidence |
|-----------|---------|----------|
| Functional | | |
| Emotional | | |
| Social | | |

### Forces of Progress
| Force | Description | Strength (H/M/L) |
|-------|-------------|------------------|
| Push | | |
| Pull | | |
| Anxiety | | |
| Habit | | |

### Job Map
| Step | What They Do | Struggle Points | Desired Outcomes |
|------|--------------|-----------------|------------------|
| Define | | | |
| Locate | | | |
| Prepare | | | |
| Confirm | | | |
| Execute | | | |
| Monitor | | | |
| Modify | | | |
| Conclude | | | |

### Competition (All Solutions for This Job)
1. [Solution] - How it gets the job done
2. [Solution] - How it gets the job done
3. [Solution] - How it gets the job done

### Key Insights
1.
2.
3.

### Opportunities
1.
2.
3.

Job Story Template

## Job Stories for: [Feature/Product]

### Job Story 1
**When** [situation/trigger]:

**I want to** [motivation]:

**So I can** [expected outcome]:

### Job Story 2
**When** [situation/trigger]:

**I want to** [motivation]:

**So I can** [expected outcome]:

### Job Story 3
**When** [situation/trigger]:

**I want to** [motivation]:

**So I can** [expected outcome]:

### Notes
- Key circumstance details:
- Emotional state:
- Social context:

Skill Boundaries

What This Skill Does Well

  • Structuring audio production workflows
  • Providing technical guidance
  • Creating quality checklists
  • Suggesting creative approaches

What This Skill Cannot Do

  • Replace audio engineering expertise
  • Make subjective creative decisions
  • Access or edit audio files directly
  • Guarantee commercial success

References

  • Books: Competing Against Luck (Christensen), Jobs to be Done: Theory to Practice (Ulwick)
  • Institute: Christensen Institute for Disruptive Innovation
  • Framework: Outcome-Driven Innovation (Strategyn)
  • Source: sources/books/christensen-jobs-to-be-done.md

Related Skills

  • positioning-dunford - Position your product for the job it does best
  • category-design - Create categories around jobs that need solving
  • buyer-personas - Complement JTBD with who has these jobs
  • grand-slam-offers - Design offers that address the full job
  • conversion-copywriting - Use job language in your copy

平台分布

Codex

37.04%
按下载量换算252

Claude

27.36%
按下载量换算186

Cursor

18.11%
按下载量换算123

Gemini CLI

9.62%
按下载量换算65

安全审计

Gen Agent Trust Hub

通过

Socket

通过

Snyk

通过

权限和风险

只读

该 Skill 主要提供规则、说明或参考内容,本身偏只读;真正读写文件、联网或执行命令仍取决于宿主 Agent 的任务。

安装前确认

本站仅展示第三方公开信息,不托管安装包,不提供自动安装或运行环境。安装前应自行审查源码、依赖和命令行为。目前只有一个公开来源,建议同时核对源仓库。

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