jtbd

jtbd is a command for coding agents from neurofoo/agent-skills. It costs 0 tokens per session (831 once invoked), scanned A, a copy of jobs, MIT.

A customer-research analysis based on Jobs to Be Done, a framework for understanding what people are trying to accomplish when they choose a product or solution.

In plain words
What is it for?
Use it to analyze a product, feature, or situation; identify customer segments, triggering circumstances, current alternatives, and the jobs customers want fulfilled.
Why use it?
It helps separate the underlying customer goal from the product or workaround they currently use, including practical, emotional, and social needs.

Command

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.

agentmods
npx agentmods add commands/neurofoo/agent-skills/jtbd
Clone the repo
git clone --depth 1 https://github.com/neurofoo/agent-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 jtbd

README.md
[![agentmods](https://agentmods.dev/badge/commands/neurofoo/agent-skills/jtbd.svg)](https://agentmods.dev/commands/neurofoo/agent-skills/jtbd)
Your own site
<a href="https://agentmods.dev/commands/neurofoo/agent-skills/jtbd"><img src="https://agentmods.dev/badge/commands/neurofoo/agent-skills/jtbd.svg" alt="Measured on agentmods" height="20"></a>
Per session 0 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 831 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
Origin 100% copy Near-identical to another mod 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 $0.00000 $0.00831
Opus 5 $0.00000 $0.00415
Sonnet 5 $0.00000 $0.00166
Haiku 4.5 $0.00000 $0.00083

Measured 4d ago against content hash 098003449c3f, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

jtbd 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 4d 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

This is a copy

100% identical to jobs — 0 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

jtbd/commands/jtbd.md · 140 lines

How it starts

The opening of the file, as written. The whole thing — 140 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Jobs to Be Done Analysis

Analyze a product, feature, or situation through the Jobs to Be Done framework to understand what customers really want.

Instructions

Identify the underlying jobs customers are trying to accomplish, including functional, emotional, and social dimensions. Consider the full context of when and why they "hire" solutions.

Output Format

Subject: [Product/feature/situation being analyzed]


The Context

When does the job arise? [Describe the triggering situation or circumstance]

Who has this job? [Customer segments or personas]

How are they currently solving it? [Existing solutions, competitors, or workarounds]


Job Statement

Core Job

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


Job Dimensions

Functional Job

The practical task they're trying to complete

Job Importance Current Solution
[functional job 1] High/Med/Low [how they do it now]
[functional job 2] High/Med/Low [how they do it now]

Emotional Job

How they want to feel

Feeling They Want Feeling They Want to Avoid
[positive emotion] [negative emotion]
[positive emotion] [negative emotion]

Social Job

How they want to be perceived

How They Want to Be Seen By Whom
[perception] [audience]
[perception] [audience]

Hiring Criteria

What would make them "hire" this solution?

Criteria Weight Notes
[criterion] High/Med/Low [context]
[criterion] High/Med/Low [context]

What would make them "fire" it?

Deal Breaker Why
[issue] [explanation]
[issue] [explanation]

Forces Analysis

Forces pushing toward change

Force Strength
Push: Frustration with current solution [description]
Pull: Attraction of new solution [description]

Read the full file on GitHub · 140 lines

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. 4d ago First seen · 140 lines · 0 tokens per session scan A 098003449c3f

Subscribe to this mod's changes

jtbd is a command published in the GitHub repository neurofoo/agent-skills (111 stars, last pushed 7mo ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 831 tokens. A static security scan graded it A with 0 findings. It is 100% identical to jobs, differing in 0 lines, and is treated as a copy.