Converts PRDs to prd.json for Ralph autonomous agent, splitting into small, dependency-ordered user stories with verifiable acceptance criteria.
From ralph-skillsnpx claudepluginhub snarktank/ralph --plugin ralph-skillsThis skill uses the workspace's default tool permissions.
Designs and optimizes AI agent action spaces, tool definitions, observation formats, error recovery, and context for higher task completion rates.
Implements structured self-debugging workflow for AI agent failures: capture errors, diagnose patterns like loops or context overflow, apply contained recoveries, and generate introspection reports.
Compares coding agents like Claude Code and Aider on custom YAML-defined codebase tasks using git worktrees, measuring pass rate, cost, time, and consistency.
Converts existing PRDs to the prd.json format that Ralph uses for autonomous execution.
Take a PRD (markdown file or text) and convert it to prd.json in your ralph directory.
{
"project": "[Project Name]",
"branchName": "ralph/[feature-name-kebab-case]",
"description": "[Feature description from PRD title/intro]",
"userStories": [
{
"id": "US-001",
"title": "[Story title]",
"description": "As a [user], I want [feature] so that [benefit]",
"acceptanceCriteria": [
"Criterion 1",
"Criterion 2",
"Typecheck passes"
],
"priority": 1,
"passes": false,
"notes": ""
}
]
}
Each story must be completable in ONE Ralph iteration (one context window).
Ralph spawns a fresh Amp instance per iteration with no memory of previous work. If a story is too big, the LLM runs out of context before finishing and produces broken code.
Rule of thumb: If you cannot describe the change in 2-3 sentences, it is too big.
Stories execute in priority order. Earlier stories must not depend on later ones.
Correct order:
Wrong order:
Each criterion must be something Ralph can CHECK, not something vague.
status column to tasks table with default 'pending'""Typecheck passes"
For stories with testable logic, also include:
"Tests pass"
"Verify in browser using dev-browser skill"
Frontend stories are NOT complete until visually verified. Ralph will use the dev-browser skill to navigate to the page, interact with the UI, and confirm changes work.
passes: false and empty notesralph/If a PRD has big features, split them:
Original:
"Add user notification system"
Split into:
Each is one focused change that can be completed and verified independently.
Input PRD:
# Task Status Feature
Add ability to mark tasks with different statuses.
## Requirements
- Toggle between pending/in-progress/done on task list
- Filter list by status
- Show status badge on each task
- Persist status in database
Output prd.json:
{
"project": "TaskApp",
"branchName": "ralph/task-status",
"description": "Task Status Feature - Track task progress with status indicators",
"userStories": [
{
"id": "US-001",
"title": "Add status field to tasks table",
"description": "As a developer, I need to store task status in the database.",
"acceptanceCriteria": [
"Add status column: 'pending' | 'in_progress' | 'done' (default 'pending')",
"Generate and run migration successfully",
"Typecheck passes"
],
"priority": 1,
"passes": false,
"notes": ""
},
{
"id": "US-002",
"title": "Display status badge on task cards",
"description": "As a user, I want to see task status at a glance.",
"acceptanceCriteria": [
"Each task card shows colored status badge",
"Badge colors: gray=pending, blue=in_progress, green=done",
"Typecheck passes",
"Verify in browser using dev-browser skill"
],
"priority": 2,
"passes": false,
"notes": ""
},
{
"id": "US-003",
"title": "Add status toggle to task list rows",
"description": "As a user, I want to change task status directly from the list.",
"acceptanceCriteria": [
"Each row has status dropdown or toggle",
"Changing status saves immediately",
"UI updates without page refresh",
"Typecheck passes",
"Verify in browser using dev-browser skill"
],
"priority": 3,
"passes": false,
"notes": ""
},
{
"id": "US-004",
"title": "Filter tasks by status",
"description": "As a user, I want to filter the list to see only certain statuses.",
"acceptanceCriteria": [
"Filter dropdown: All | Pending | In Progress | Done",
"Filter persists in URL params",
"Typecheck passes",
"Verify in browser using dev-browser skill"
],
"priority": 4,
"passes": false,
"notes": ""
}
]
}
Before writing a new prd.json, check if there is an existing one from a different feature:
prd.json if it existsbranchName differs from the new feature's branch nameprogress.txt has content beyond the header:
archive/YYYY-MM-DD-feature-name/prd.json and progress.txt to archiveprogress.txt with fresh headerThe ralph.sh script handles this automatically when you run it, but if you are manually updating prd.json between runs, archive first.
Before writing prd.json, verify: