---
title: RPG Method for PRD Creation
sidebarTitle: "RPG Method"
---

# Repository Planning Graph (RPG) Method

The RPG (Repository Planning Graph) method is an advanced approach to creating Product Requirements Documents that generate highly-structured, dependency-aware task graphs. It's based on Microsoft Research's methodology for scalable codebase generation.

## When to Use RPG

Use the RPG template (`example_prd_rpg.md`) for:

- **Complex multi-module systems** with intricate dependencies
- **Large-scale codebases** being built from scratch
- **Projects requiring explicit architecture** and clear module boundaries
- **Teams needing dependency visibility** for parallel development

For simpler features or smaller projects, the standard `example_prd.md` template may be more appropriate.

---

## Core Principles

### 1. Dual-Semantics

Separate **functional** thinking (WHAT) from **structural** thinking (HOW):

```
Functional: "Data Validation capability with schema checking and rule enforcement"
                    ↓
Structural: "src/validation/ with schema-validator.js and rule-validator.js"
```

This separation prevents mixing concerns and creates clearer module boundaries.

### 2. Explicit Dependencies

Never assume dependencies - always state them explicitly:

```
Good:
  Module: data-ingestion
  Depends on: [schema-validator, config-manager]

Bad:
  Module: data-ingestion
  (Assumes schema-validator exists somewhere)
```

Explicit dependencies enable:
- Topological ordering of implementation
- Parallel development of independent modules
- Clear build/test order
- Early detection of circular dependencies

### 3. Topological Order

Build foundation layers before higher layers:

```
Phase 0 (Foundation): error-handling, base-types, config
                ↓
Phase 1 (Data): validation, ingestion (depend on Phase 0)
                ↓
Phase 2 (Core): algorithms, pipelines (depend on Phase 1)
                ↓
Phase 3 (API): routes, handlers (depend on Phase 2)
```

Task Master automatically orders tasks based on this dependency chain.

### 4. Progressive Refinement

Start broad, refine iteratively:

1. High-level capabilities → Main tasks
2. Features per capability → Subtasks
3. Implementation details → Expanded subtasks

---

## Template Structure

The RPG template guides you through 7 key sections:

### 1. Overview
- Problem statement
- Target users
- Success metrics

### 2. Functional Decomposition (WHAT)
- High-level capability domains
- Features per capability
- Inputs/outputs/behavior for each feature

**Example:**
```
Capability: Data Management
  Feature: Schema validation
    Description: Validate JSON against defined schemas
    Inputs: JSON object, schema definition
    Outputs: Validation result + error details
    Behavior: Iterate fields, check types, enforce constraints
```

### 3. Structural Decomposition (HOW)
- Repository folder structure
- Module-to-capability mapping
- File organization
- Public interfaces/exports

**Example:**
```
Capability: Data Management
  → Maps to: src/data/
    ├── schema-validator.js    (Schema validation feature)
    ├── rule-validator.js      (Rule validation feature)
    └── index.js               (Exports)
```

### 4. Dependency Graph (CRITICAL)
- Foundation layer (no dependencies)
- Each subsequent layer's dependencies
- Explicit "depends on" declarations

**Example:**
```
Foundation Layer (Phase 0):
  - error-handling: No dependencies
  - base-types: No dependencies

Data Layer (Phase 1):
  - schema-validator: Depends on [base-types, error-handling]
  - data-ingestion: Depends on [schema-validator]
```

### 5. Implementation Roadmap
- Phases with entry/exit criteria
- Tasks grouped by phase
- Clear deliverables per phase

### 6. Test Strategy
- Test pyramid ratios
- Coverage requirements
- Critical test scenarios per module
- Guidelines for test generation

### 7. Architecture & Risks
- Technical architecture
- Data models
- Technology decisions
- Risk mitigation strategies

---

## Using RPG with Task Master

### Step 1: Create PRD with RPG Template

Use a code-context-aware tool to fill out the template:

```bash
# In Claude Code, Cursor, or similar
"Create a PRD using @.taskmaster/templates/example_prd_rpg.txt for [your project]"
```

**Why code context matters:** The AI needs to understand your existing codebase to make informed decisions about:
- Module boundaries
- Dependency relationships
- Integration points
- Naming conventions

**Recommended tools:**
- Claude Code (claude-code CLI)
- Cursor/Windsurf
- Gemini CLI (large contexts)
- Codex/Grok CLI

### Step 2: Parse PRD into Tasks

```bash
task-master parse-prd .taskmaster/docs/your-prd.md --research
```

Task Master will:
1. Extract capabilities → Main tasks
2. Extract features → Subtasks
3. Parse dependencies → Task dependencies
4. Order by phases → Task priorities

**Result:** A dependency-aware task graph ready for topological execution.

### Step 3: Analyze Complexity

```bash
task-master analyze-complexity --research
```

Review the complexity report to identify tasks that need expansion.

### Step 4: Expand Tasks

```bash
task-master expand --all --research
```

Break down complex tasks into manageable subtasks while preserving dependency chains.

---

## RPG Benefits

### For Solo Developers
- Clear roadmap for implementing complex features
- Prevents architectural mistakes early
- Explicit dependency tracking avoids integration issues
- Enables resuming work after interruptions

### For Teams
- Parallel development of independent modules
- Clear contracts between modules (explicit dependencies)
- Reduced merge conflicts (proper module boundaries)
- Onboarding aid (architectural overview in PRD)

### For AI Agents
- Structured context for code generation
- Clear scope boundaries per task
- Dependency awareness prevents incomplete implementations
- Test strategy guidance for TDD workflows

---

## RPG vs Standard Template

| Aspect | Standard Template | RPG Template |
|--------|------------------|--------------|
| **Best for** | Simple features | Complex systems |
| **Dependency handling** | Implicit | Explicit graph |
| **Structure guidance** | Minimal | Step-by-step |
| **Examples** | Few | Inline good/bad examples |
| **Module boundaries** | Vague | Precise mapping |
| **Task ordering** | Manual | Automatic (topological) |
| **Learning curve** | Low | Medium |
| **Resulting task quality** | Good | Excellent |

---

## Tips for Best Results

### 1. Spend Time on Dependencies
The dependency graph section is the most valuable. List all dependencies explicitly, even if they seem obvious.

### 2. Keep Features Atomic
Each feature should be independently testable. If a feature description is vague ("handle data"), break it into specific features.

### 3. Progressive Refinement
Don't try to get everything perfect on the first pass:
1. Fill out high-level sections
2. Review and refine
3. Add detail where needed
4. Let `task-master expand` break down complex tasks further

### 4. Use Research Mode
```bash
task-master parse-prd --research
```
The `--research` flag leverages AI to enhance task generation with domain knowledge.

### 5. Validate Early
```bash
task-master validate-dependencies
```
Check for circular dependencies or orphaned modules before starting implementation.

---

## Common Pitfalls

### ❌ Mixing Functional and Structural
```
Bad: "Capability: validation.js"
Good: "Capability: Data Validation" → maps to "src/validation/"
```

### ❌ Vague Module Boundaries
```
Bad: "Module: utils"
Good: "Module: string-utilities" with clear exports
```

### ❌ Implicit Dependencies
```
Bad: "Module: API handlers (needs validation)"
Good: "Module: API handlers, Depends on: [validation, error-handling]"
```

### ❌ Skipping Test Strategy
Without test strategy, the AI won't know what to test during implementation.

---

## Example Workflow

1. **Discuss idea with AI**: Explain your project concept
2. **Reference RPG template**: Show AI the `example_prd_rpg.md`
3. **Co-create PRD**: Work through each section with AI guidance
4. **Save to docs**: Place in `.taskmaster/docs/your-project.md` (use `.md` for better editor support)
5. **Parse PRD**: `task-master parse-prd .taskmaster/docs/your-project.md --research`
6. **Analyze**: `task-master analyze-complexity --research`
7. **Expand**: `task-master expand --all --research`
8. **Start work**: `task-master next`

---

## Further Reading

- [PRD Creation and Parsing Guide](/getting-started/quick-start/prd-quick)
- [Task Structure Documentation](/capabilities/task-structure)
- [Microsoft Research RPG Paper](https://arxiv.org/html/2509.16198) (Original methodology)

---

<Tip>
The RPG template includes inline `<instruction>` and `<example>` blocks that teach the method as you use it. Read these sections carefully - they provide valuable guidance at each decision point.
</Tip>
