extract-requirements
npx skills add https://github.com/pearlthoughts/codecompass --skill extract-requirements
Agent 安装分布
Skill 文档
Extract Requirements Workflow
Purpose
Systematic process for extracting business requirements from undocumented or poorly documented codebases.
When to Use
- â Legacy system with no documentation
- â Planning migration (need requirements baseline)
- â M&A due diligence (understand acquired system)
- â Compliance audit (document what system does)
- â Knowledge transfer (developers leaving)
Prerequisites
Codebase Indexed
codecompass batch:index <path>
Infrastructure Running
codecompass health
Extraction Workflow
Phase 1: Automated Extraction
Step 1.1: Run Requirements Extractor
codecompass requirements:extract --project-id <id> --output requirements.md
What this extracts:
- Validation Rules â Business constraints
- Controller Actions â Use cases
- Database Constraints â Data integrity rules
- RBAC/Authorization â Access requirements
- Business Logic â Domain rules
Step 1.2: Review Output
Check generated requirements.md:
- Completeness (coverage of major features)
- Accuracy (rules match actual behavior)
- Gaps (missing business logic)
Phase 2: Validation Rule Analysis
From Models/Entities:
// Yii2 Model example
public function rules() {
return [
[['email', 'password'], 'required'],
['email', 'email'],
['password', 'string', 'min' => 8],
['age', 'integer', 'min' => 18],
];
}
Extracted Requirements:
### User Registration Requirements
- REQ-001: Email address is mandatory
- REQ-002: Email must be valid format
- REQ-003: Password is mandatory
- REQ-004: Password minimum length: 8 characters
- REQ-005: User must be at least 18 years old
Phase 3: Use Case Extraction
From Controllers:
// Controller actions â Use cases
public function actionCreate() {
// Use Case: Create New Order
}
public function actionApprove($id) {
// Use Case: Approve Order (with authorization check)
}
public function actionCancel($id) {
// Use Case: Cancel Order (business rules apply)
}
Extracted Use Cases:
## Order Management Use Cases
### UC-001: Create New Order
**Actor**: Customer
**Preconditions**: User authenticated
**Steps**:
1. User selects products
2. System validates inventory
3. User provides shipping address
4. System calculates total
5. Order created in pending status
### UC-002: Approve Order
**Actor**: Manager
**Preconditions**:
- Order in pending status
- User has 'manager' role
**Steps**:
1. Manager reviews order details
2. System validates business rules
3. Order status changed to approved
4. Notification sent to customer
Phase 4: Business Rule Discovery
Semantic Search for Rules:
codecompass search:semantic "business validation rules for order approval"
codecompass search:semantic "conditions for discount calculation"
codecompass search:semantic "authorization checks for admin actions"
Common Patterns to Find:
- Conditional Logic â Business rules
- Status Transitions â Workflow states
- Calculations â Business formulas
- Validations â Constraints
- Authorization Checks â Access rules
Phase 5: Data Model Requirements
From Database Schema:
CREATE TABLE orders (
id INT PRIMARY KEY,
status ENUM('pending', 'approved', 'shipped', 'cancelled'),
total DECIMAL(10,2) NOT NULL CHECK (total >= 0),
customer_id INT NOT NULL FOREIGN KEY REFERENCES customers(id),
created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP
);
Extracted Requirements:
### Data Requirements
- REQ-010: Order must have unique identifier
- REQ-011: Order status: pending, approved, shipped, or cancelled
- REQ-012: Order total must be non-negative
- REQ-013: Order must be associated with a customer
- REQ-014: Order creation timestamp must be recorded
Phase 6: Workflow Mapping
Identify State Machines:
Order Status Flow:
pending â approved â shipped â delivered
â
cancelled
Extract Transitions:
### Order Workflow
**States**: pending, approved, shipped, cancelled, delivered
**Transitions**:
- pending â approved (requires: manager approval)
- approved â shipped (requires: items in stock)
- shipped â delivered (requires: delivery confirmation)
- pending|approved â cancelled (requires: cancellation reason)
**Business Rules**:
- Cannot cancel after shipped
- Cannot approve if out of stock
- Refund required if cancelled after payment
Extraction Techniques
Technique 1: Code Reading Patterns
Look for:
ifstatements â Business conditionsswitch/caseâ State transitions- Loops â Bulk operations
- Exceptions â Error handling requirements
- Comments â Intent (when present)
Technique 2: Test Analysis
Tests reveal:
- Expected behavior (what should happen)
- Edge cases (what shouldn’t happen)
- Valid input ranges
- Error scenarios
codecompass search:semantic "test cases for order validation"
Technique 3: Configuration Analysis
Config files contain:
- Feature flags â Optional requirements
- Limits/thresholds â Business constraints
- Integration settings â External dependencies
Technique 4: Semantic Clustering
Find related code:
# Find all code related to "discount calculation"
codecompass search:semantic "discount calculation logic"
# Find all code related to "inventory management"
codecompass search:semantic "inventory stock management"
Group results by business capability
Output Formats
Format 1: Requirements Document (Markdown)
# Business Requirements - [System Name]
## Functional Requirements
### FR-001: User Authentication
**Priority**: High
**Description**: System must authenticate users via email and password
**Acceptance Criteria**:
- Email validation follows RFC 5322
- Password minimum 8 characters
- Account locked after 5 failed attempts
**Source**: UserController::actionLogin(), User::validatePassword()
### FR-002: Order Approval Workflow
...
Format 2: Capability Map (Structured)
{
"capabilities": {
"user_management": {
"features": ["register", "login", "reset_password"],
"rules": ["email_unique", "password_complexity"],
"roles": ["user", "admin"]
},
"order_processing": {
"features": ["create", "approve", "cancel", "ship"],
"rules": ["approval_required", "inventory_check"],
"workflow": "pendingâapprovedâshippedâdelivered"
}
}
}
Format 3: Use Case Catalog
| UC ID | Use Case Name | Actor | Complexity |
|-------|---------------|-------|------------|
| UC-001 | Create Order | Customer | Medium |
| UC-002 | Approve Order | Manager | Low |
| UC-003 | Cancel Order | Customer/Manager | High |
Validation Steps
Step 1: Cross-Check with Tests
Compare extracted requirements with test cases:
- Tests validate requirements
- Missing tests â Undocumented behavior
- Failing tests â Requirements changed
Step 2: Semantic Verification
# For each requirement, verify in code
codecompass search:semantic "password must be at least 8 characters"
Should find validator implementation
Step 3: Interview Stakeholders (if available)
- Validate extracted requirements
- Fill gaps in documentation
- Clarify ambiguous logic
Step 4: Traceability Matrix
Map requirements to code:
| Requirement | Source Files | Tests |
|-------------|--------------|-------|
| REQ-001 | User.php:45, UserController.php:102 | UserTest.php:23 |
| REQ-002 | Order.php:78 | OrderTest.php:56 |
Common Patterns
Pattern 1: Implicit Requirements
Code:
if ($order->total < 1000) {
// No approval needed
}
Requirement:
REQ: Orders under $1000 do not require manager approval
Pattern 2: Embedded Business Logic
Code:
$discount = ($customer->vip) ? 0.20 : 0.10;
Requirement:
REQ: VIP customers receive 20% discount, regular customers 10%
Pattern 3: Temporal Constraints
Code:
if (strtotime($order->created_at) > strtotime('-30 days')) {
// Can cancel
}
Requirement:
REQ: Orders can only be cancelled within 30 days of creation
Best Practices
â Do
- Extract from multiple sources (code, tests, configs)
- Use semantic search for concept discovery
- Validate with tests
- Document sources for traceability
- Prioritize by business impact
- Include non-functional requirements (performance, security)
â Don’t
- Rely solely on comments (often outdated)
- Assume standard behavior without verification
- Skip edge cases
- Ignore error handling logic
- Document technical implementation instead of business requirements
Related Skills
0-discover-capabilities.md– Find relevant modulessemantic-search.md– Search for business logicanalyze-yii2-project.md– Framework-specific extraction
Related Modules
From .ai/capabilities.json:
requirements– RequirementsExtractionServicebusiness-analyzer– CapabilityCatalogServicesearch– Semantic code searchanalyzers– Code analysis for extraction
Remember: Requirements are what the system must do, not how it does it. Focus on business value, not technical implementation.