user-personas-behavior SKILL.md skillA

user-personas-behavior from fattain-naime/engineering-docs is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add fattain-naime/engineering-docs/user-personas-behavior@git:20260717.2f82174

Pins git:20260717.2f82174 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
fattain-naime/engineering-docs
Path
skills/user-personas-behavior/SKILL.md
Versions recorded
3
Latest version
git:20260717.2f82174, committed Jul 17, 2026
First version recorded
Jul 12, 2026
Size
15,142 bytes
Repository stars
6
License
MIT

Define who a product is for, what they're trying to accomplish, how success is measured, and what to instrument to know if it's working. Covers user personas (goal- and behavior-based, not demographic), jobs-to-be-done, success metrics/KPIs, and an analytics/event-tracking plan. Use before or alongside requirements gathering so "who is this for and how do we know it's working" is answered explicitly.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

## Purpose

Produce a document that defines who a product or feature serves, what job they are trying to get done, what "success" concretely means for them and for the business, and what must be instrumented to measure it.

**A persona is a tool for decisions, not a character sketch.** "Priya, 34, marketing manager" tells an implementer nothing actionable. "A user who needs to approve or reject an expense report in under 60 seconds from a phone, several times a day" tells them exactly what to build and how to judge whether they succeeded.

## Input

**Works best with:** The name of the product or feature.
**Also valuable:** Any existing user research or support tickets, known user complaints, business goals this needs to serve, existing analytics setup.

**Example invocation:** `Define user personas and success metrics for our team calendar-scheduling tool. Two clear user types so far: people trying to book a meeting fast, and people managing their own availability so they get booked less often outside working hours.`

## Key Concepts

### Jobs-to-Be-Done (JTBD), Not Demographics
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add fattain-naime/engineering-docs/user-personas-behavior@sha256:e133ce438c772bcf

The line at the top of this page pins the label git:20260717.2f82174, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_bvbbbuoslfsg2v7i.svg)](https://markdownregistry.com/a/art_bvbbbuoslfsg2v7i)

1 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 3 versions of this file, between Jul 12, 2026 and Jul 17, 2026, about one every 2 days.

versioncommittedcommitsizeaudit
git:20260717.2f82174 latest2026-07-17 2f82174 15,142 BA view · diff
git:20260712.59c58522026-07-12 59c5852 6,456 BA view · diff
git:20260712.7e3d1bb2026-07-12 7e3d1bb 6,532 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (15142 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

fattain-naime/engineering-docs · 6 stars · license MIT · pushed 2026-10-21 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_bvbbbuoslfsg2v7i
GET https://markdownregistry.com/api/v1/resolve?ref=fattain-naime/engineering-docs/user-personas-behavior
GET https://markdownregistry.com/api/v1/blob/e133ce438c772bcfa37022b90b68bb8724d08d3a1524d549510a3d76528fb2d5

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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