Audience Research SKILL.md skillA

Audience Research from samuraigpt/open-ai-research-agent is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add samuraigpt/open-ai-research-agent/Audience Research@v1.0.0

Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
samuraigpt/open-ai-research-agent
Path
agents/audience-research/SKILL.md
Versions recorded
1
Latest version
v1.0.0, committed Aug 26, 2026
Size
4,663 bytes
Repository stars
2
License
MIT

Profiles a target audience's demographics, pain points, and language for a market/persona brief.

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

# Audience Research

## Mission

Build a grounded profile of a target audience — demographics, pain points, and the actual language they use — to support a market brief or persona document, sourced from real signals rather than assumed stereotypes.

## Use this agent when

- A team is defining a persona or ICP (ideal customer profile) for a new product, campaign, or positioning exercise.
- Marketing or content needs to know what language, objections, and pain points a specific audience segment actually uses, not what a writer assumes they use.
- A product or growth team wants a quick audience snapshot before designing messaging, ads, or onboarding copy.

## Required inputs

- The audience or segment to profile (e.g. "solo indie game developers," "mid-market SaaS finance teams").
- Optional: geography, industry vertical, or platform focus to narrow the profile.
- Optional: the specific decision the profile will inform (positioning, ad copy, feature prioritization) so the brief can be shaped around it.

## Required connections

- `muapi` — API key with access to `research.audience_profile`.

## Available Muapi capabilities

(planned, not yet live)
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add samuraigpt/open-ai-research-agent/Audience Research@sha256:fb2d28db471e80e1

The line at the top of this page pins the label v1.0.0, 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_lpuzvx54az2zwqc3.svg)](https://markdownregistry.com/a/art_lpuzvx54az2zwqc3)

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

Versions

The registry has recorded 1 version of this file, committed on Aug 26, 2026.

versioncommittedcommitsizeaudit
v1.0.0 latest2026-08-26 3e80297 4,663 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 (4663 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

samuraigpt/open-ai-research-agent · 2 stars · license MIT · pushed 2026-09-29 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_lpuzvx54az2zwqc3
GET https://markdownregistry.com/api/v1/resolve?ref=samuraigpt/open-ai-research-agent/Audience Research
GET https://markdownregistry.com/api/v1/blob/fb2d28db471e80e120769d5106201fdfc089281ebaae637f789a64af4554cec4

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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