ai-feature-prd SKILL.md skillA

ai-feature-prd from mohitagw15856/pm-claude-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add mohitagw15856/pm-claude-skills/ai-feature-prd@git:20261006.b9ea321

Pins git:20261006.b9ea321 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
mohitagw15856/pm-claude-skills
Path
exports/openclaw/ai-feature-prd/SKILL.md
Versions recorded
3
Latest version
git:20261006.b9ea321, committed Oct 6, 2026
First version recorded
Jul 14, 2026
Size
4,324 bytes
Repository stars
1,475
License
MIT

Write a PRD for an AI-powered feature, covering the things normal PRDs miss. Use when asked to spec an AI/LLM feature, write a PRD for a feature that uses a model, or plan an AI capability (assistant, summarizer, generator, classifier). Produces an AI feature PRD — problem & UX of uncertainty, model approach, eval criteria, guardrails, fallback behaviour, the data flywheel, and cost/latency budget.

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

# AI Feature PRD Skill

AI features break the normal PRD because the system is probabilistic: it will be wrong sometimes, and
the product must be designed around that, not in denial of it. This skill extends a standard PRD with
the AI-specific sections that decide whether the feature is trustworthy — the UX of uncertainty, the
eval bar, guardrails, and what happens when the model is wrong.

## Required Inputs

Ask for these only if they aren't already provided:

- **The user problem** and why an AI/probabilistic approach fits it (vs. deterministic rules).
- **What "good" looks like** to the user, and the cost of a wrong answer (low-stakes vs. high-stakes).
- **Inputs available** — context/data the model can use; privacy constraints.
- **Trust level needed** — can the user verify the output, or must it be near-perfect?

## Output Format

### AI Feature PRD: [feature]

**1. Problem & why AI** — the user problem, and why a model (not rules) is the right tool. If rules would do, say so.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add mohitagw15856/pm-claude-skills/ai-feature-prd@sha256:ef77a09a82c082c6

The line at the top of this page pins the label git:20261006.b9ea321, 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_lfstzp34ycdrlqjj.svg)](https://markdownregistry.com/a/art_lfstzp34ycdrlqjj)

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

Versions

The registry has recorded 3 versions of this file, between Jul 14, 2026 and Oct 6, 2026, about one every 42 days.

versioncommittedcommitsizeaudit
git:20261006.b9ea321 latest2026-10-06 b9ea321 4,324 BA view · diff
git:20260714.d9455b52026-07-14 d9455b5 4,191 BA view · diff
git:20260714.b87d8d42026-07-14 b87d8d4 4,473 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 (4324 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

mohitagw15856/pm-claude-skills · 1,475 stars · license MIT · pushed 2026-10-21 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_lfstzp34ycdrlqjj
GET https://markdownregistry.com/api/v1/resolve?ref=mohitagw15856/pm-claude-skills/ai-feature-prd
GET https://markdownregistry.com/api/v1/blob/ef77a09a82c082c6bb198b3e40c915249a38c7b0d0b39e912bfd60f91ca9ea35

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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