nw-persona-jtbd-analysis

nw-persona-jtbd-analysis is a skill for Claude Code from nWave-ai/nWave. It costs 39 tokens per session (1,093 once invoked), scanned A, original, MIT.

A structured method for describing user personas and the jobs they need to complete. JTBD, or Jobs to Be Done, describes the practical progress a person is trying to make in a situation.

In plain words
What is it for?
Use it to create personas, map job steps, connect pain points to user tasks, define success measures, and segment different user types.
Why use it?
It helps teams move beyond vague audience labels and understand users' needs, frustrations, desired results, and ways to measure success.

Skill for Claude Code

Written for Claude Code: disable-model-invocation in frontmatter.

Good fit Use it to create personas, map job steps, connect pain points to user tasks, define success measures, and segment different user types.

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Install with agentmods
npx agentmods add skills/nwave-ai/nwave/nw-persona-jtbd-analysis
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 nWave-ai/nWave --skill nw-persona-jtbd-analysis
Clone the repo
git clone --depth 1 https://github.com/nWave-ai/nWave

Made for: Claude Code.

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 nw-persona-jtbd-analysis

README.md
[![agentmods](https://agentmods.dev/badge/skills/nwave-ai/nwave/nw-persona-jtbd-analysis/github.svg)](https://agentmods.dev/skills/nwave-ai/nwave/nw-persona-jtbd-analysis)
Your own site
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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.

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Your own site · 80×15
<a href="https://agentmods.dev/skills/nwave-ai/nwave/nw-persona-jtbd-analysis"><img src="https://agentmods.dev/badge/skills/nwave-ai/nwave/nw-persona-jtbd-analysis.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 39 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,093 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
  • 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 $0.00039 $0.01093
Opus 5.5 $0.00016 $0.00437
Sonnet 5.5 $0.00008 $0.00219
Haiku 4.5 $0.00004 $0.00109

Measured 1mo ago against content hash 0bfd73c58c4a, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

nw-persona-jtbd-analysis 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 1mo 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.

nWave/skills/nw-persona-jtbd-analysis/SKILL.md · 116 lines

How it starts

The opening of the file, as written. The whole thing — 116 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Persona and JTBD Analysis

Use during Phase 1 (GATHER) when the user lacks clear personas or the "Who" section needs rigorous definition. Provides structured alternative to ad-hoc persona descriptions.

Persona Template

For each user type, build a complete persona:

## Persona: {Name}

**Who**: {Role description -- one sentence capturing relationship to product}
**Demographics**:
- {Characteristic 1: e.g., technical proficiency level}
- {Characteristic 2: e.g., frequency of interaction}
- {Characteristic 3: e.g., environment/context of use}
- {Characteristic 4: e.g., primary motivation}

**Jobs-to-be-Done**: (see Job Step Table below)

**Pain Points**:
- {Pain 1} -- maps to Job Step: {step name}
- {Pain 2} -- maps to Job Step: {step name}

**Success Metrics**:
- {Quantified outcome 1: e.g., "Task completed in < 2 minutes"}
- {Quantified outcome 2: e.g., "Zero manual configuration steps"}

Job Step Table

Each persona has job steps describing what they accomplish. Steps follow ODI format.

Job Step Goal Desired Outcome
{Verb} {What the user wants to achieve} Minimize {metric} of {undesirable state}

Rules for Job Steps

  • Job Steps are always verbs: Discover, Validate, Install, Configure, Monitor, Recover
  • Goals describe what the user wants, not what the system does
  • Desired Outcomes use ODI format: "Minimize [time/effort/risk/likelihood] of [undesirable state]"
  • Each step maps to a workflow point where value is created or destroyed

Example Job Step Table

Job Step Goal Desired Outcome
Discover Find the right tool for the task Minimize time to evaluate fit
Install Get the tool running locally Minimize steps to working state
Configure Adapt to local environment Minimize likelihood of misconfiguration
Verify Confirm correct installation Minimize uncertainty about readiness
Start Begin productive work Minimize time from install to first output

Read the full file on GitHub · 116 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. 1mo ago First seen · 116 lines · 39 tokens per session scan A 0bfd73c58c4a

Subscribe to this mod's changes

nw-persona-jtbd-analysis is a skill published in the GitHub repository nWave-ai/nWave (620 stars, last pushed 1mo ago), licensed MIT. It adds 39 tokens to every session and 1,093 once invoked, about $0.0002 per session on Opus 5.5. 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 2026-09-03.