jobs-to-be-done

jobs-to-be-done is a skill for Claude Code from wondelai/skills. It costs 137 tokens per session (3,403 once invoked), scanned A, original, MIT.

A customer-discovery method based on the progress people want to make in a particular situation. It treats products as things customers choose, or “hire,” to accomplish a practical, emotional, or social job.

In plain words
What is it for?
Use it to investigate customer needs, switching behavior, churn, product-market fit, and the alternatives—including doing nothing—that customers consider.
Why use it?
It shifts attention away from customer labels and product features, helping explain why people choose, leave, or replace a product.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the product-strategy plugin — 5 skills shipped together

Good fit Use it to investigate customer needs, switching behavior, churn, product-market fit, and the alternatives—including doing nothing—that customers consider.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/wondelai/skills/jobs-to-be-done
About the project

Wondel.ai Agent Skills is a collection of skills and guided workflows that give coding agents structured methods for business, marketing, UX, website, app, and software-development tasks. It is used with agents such as Claude Code, Codex, Cursor, OpenClaw, and other agents that support the agentskills.io format. The catalogue entries are the project's skills, plugins, instructions, and rule packaged for those agents.

wondelai/skills · 2,151 stars · on GitHub · skills.wondel.ai

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add wondelai/skills --skill jobs-to-be-done
Clone the repo
git clone --depth 1 https://github.com/wondelai/skills

Made for: Claude Code.

Or install product-strategy, the plugin that ships this one along with the rest of its 5 skills.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for jobs-to-be-done

README.md
[![agentmods](https://agentmods.dev/badge/skills/wondelai/skills/jobs-to-be-done/github.svg)](https://agentmods.dev/skills/wondelai/skills/jobs-to-be-done)
Your own site
<a href="https://agentmods.dev/skills/wondelai/skills/jobs-to-be-done"><img src="https://agentmods.dev/badge/skills/wondelai/skills/jobs-to-be-done/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for jobs-to-be-done

Your own site · 80×15
<a href="https://agentmods.dev/skills/wondelai/skills/jobs-to-be-done"><img src="https://agentmods.dev/badge/skills/wondelai/skills/jobs-to-be-done.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 137 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,403 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • Socket pass 5 Apr 2026
  • Snyk pass 5 Apr 2026
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00137 $0.03403
Opus 5 $0.00068 $0.01702
Sonnet 5 $0.00027 $0.00681
Haiku 4.5 $0.00014 $0.00340

Measured 13d ago against content hash cc227aa837bd, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

jobs-to-be-done scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 13d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

Origin

Copies of this mod

1 near-identical copy found in the catalogue:

jobs-to-be-done/SKILL.md · 231 lines

How it starts

The opening of the file, as written. The whole thing — 231 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Jobs to Be Done Framework

Framework for discovering innovation based on a fundamental truth: customers don't buy products -- they "hire" them to do a specific job in their lives.

Core Principle

Job to Be Done = the progress a customer wants to make in specific circumstances.

Key elements of the definition:

  • Progress (not goal, not solution) -- the customer wants to move from the current state to a better one
  • Circumstances -- context determines the job, not customer attributes (demographics are useless)
  • Hiring/Firing -- the customer actively chooses a product for the "job"

Scoring

Goal: 10/10. Score 1 point per satisfied row in the Quick Diagnostic (7 rows) plus up to 3 points for depth: +1 if all three job dimensions are evidenced, +1 if the job statement avoids any product/solution name, +1 if competition includes non-consumption. Bands: 9-10 = job stated without the product, all four forces mapped, three dimensions evidenced, non-obvious competition and Little Hire tracked; 5-6 = job named but one or two diagnostic rows fail (usually missing forces or emotional/social dimensions); <=3 = product-first framing, demographic segmentation, or Pull-only thinking. Always state the current score and the specific diagnostic rows to fix.

Three Dimensions of Every Job

Every job has three inseparable dimensions -- omitting any means failure:

Dimension Question Example (milkshake)
Functional What does the customer need to do? Occupy myself during a boring commute
Emotional How do they want to feel? Have a small treat for myself
Social How do they want to be perceived? As a sensible parent (not buying donuts)

Framework

1. The Job Statement

Core concept: A job statement captures the progress a customer seeks in a specific circumstance, in a structured format separating context, desired progress, and expected outcome.

Why it works: Because jobs are stable while solutions churn, anchoring on the job protects a roadmap from chasing features that the next technology shift makes irrelevant.

Read the full file on GitHub · 231 lines

Files

What ships with it

5 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 13d ago First seen · 231 lines · 137 tokens per session scan A cc227aa837bd

Subscribe to this mod's changes

jobs-to-be-done is a skill published in the GitHub repository wondelai/skills (2,151 stars, last pushed yesterday), licensed MIT. It adds 137 tokens to every session and 3,403 once invoked, about $0.0007 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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