Use when you have a written implementation plan to execute in a separate session with review checkpoints
npx skills add DauQuangThanh/hanoi-rainbow --skill "rpg-migration-analyzer"
Install specific skill from multi-skill repository
# Description
Analyzes legacy RPG (Report Program Generator) programs from AS/400 and IBM i systems for migration to modern Java applications. Extracts business logic from RPG III/IV/ILE source code, identifies data structures (D-specs), file operations (F-specs), program dependencies (CALLB/CALLP), and converts RPG constructs to Java equivalents. Generates migration reports, complexity estimates, and Java implementation strategies with POJO classes, JPA entities, and service methods. Use when modernizing AS/400 or IBM i legacy systems, analyzing RPG source files (.rpg, .rpgle, .RPGLE), converting RPG to Java, mapping data specifications to Java classes, planning legacy system migration, or when user mentions RPG analysis, Report Program Generator, RPG III/IV/ILE, AS/400 modernization, IBM i migration, packed decimal conversion, or mainframe application rewrite.
# SKILL.md
name: rpg-migration-analyzer
description: Analyzes legacy RPG (Report Program Generator) programs from AS/400 and IBM i systems for migration to modern Java applications. Extracts business logic from RPG III/IV/ILE source code, identifies data structures (D-specs), file operations (F-specs), program dependencies (CALLB/CALLP), and converts RPG constructs to Java equivalents. Generates migration reports, complexity estimates, and Java implementation strategies with POJO classes, JPA entities, and service methods. Use when modernizing AS/400 or IBM i legacy systems, analyzing RPG source files (.rpg, .rpgle, .RPGLE), converting RPG to Java, mapping data specifications to Java classes, planning legacy system migration, or when user mentions RPG analysis, Report Program Generator, RPG III/IV/ILE, AS/400 modernization, IBM i migration, packed decimal conversion, or mainframe application rewrite.
metadata:
version: "1.0"
category: legacy-migration
RPG Migration Analyzer
Analyzes legacy RPG programs (RPG III/IV/ILE) from AS/400 and IBM i systems for migration to modern Java applications, extracting business logic, data structures, file operations, and generating actionable migration strategies.
Overview
This skill provides comprehensive analysis and migration planning for RPG (Report Program Generator) applications. It extracts program specifications, converts RPG data types to Java equivalents, maps file operations to modern database access patterns, and generates implementation-ready Java code structures.
Key Migration Focus: RPG to Java with proper handling of packed decimals (BigDecimal), data structures (POJOs), file operations (JPA/JDBC), indicators (boolean variables), and business logic preservation.
When to Use This Skill
Use this skill when:
- Analyzing RPG source files (.rpg, .rpgle, .RPGLE) for modernization
- Planning migration from AS/400 or IBM i systems to Java
- Converting RPG data structures (D-specs) to Java classes
- Mapping RPG file operations (F-specs) to database access patterns
- Understanding RPG program dependencies and call chains
- Generating Java code equivalents from RPG business logic
- Estimating complexity and effort for RPG migration projects
- Creating migration documentation and strategy reports
- Modernizing legacy mainframe applications to microservices
- User mentions: RPG analysis, AS/400 migration, IBM i modernization, Report Program Generator, packed decimal conversion
Core Capabilities
1. Program Analysis
Extract and analyze RPG program components:
- Specification types: H-spec (header/control), F-spec (file definitions), D-spec (data definitions), C-spec (calculation/logic), P-spec (procedures)
- Data structures: D-specs with nested structures, arrays (DIM), external references (EXTNAME), qualifiers (LIKEDS, QUALIFIED)
- File definitions: Physical files, logical files, display files (WORKSTN), printer files
- Business logic: Calculation specifications, control structures (IF/ELSE/DO/FOR), expressions (EVAL)
- Indicators: Legacy indicators (IN01-IN99), built-in indicators (INLR,INOF)
- Built-in functions: String functions (%SUBST, %TRIM, %SCAN), date functions (%DATE, %DAYS), math functions (%DEC, %INT), file status (%EOF, %FOUND, %ERROR)
- Error handling: %ERROR, %STATUS, ON-ERROR blocks
2. Data Structure Mapping
Convert RPG data definitions to Java equivalents:
- D-spec conversion: Data structure definitions to Java classes (POJOs)
- Data type mapping:
- Packed decimal (P) β
BigDecimal(preserve precision) - Zoned decimal (S) β
BigDecimal(decimal with sign) - Character (A) β
String - Date (D) β
LocalDate - Time (T) β
LocalTime - Timestamp (Z) β
LocalDateTime - Indicator (N) β
boolean - Binary integer (I) β
intorlong - Arrays (DIM): Convert to Java
List<T>or arraysT[] - Nested data structures: Convert LIKEDS to nested Java classes
- External data structures (EXTNAME): Generate JPA entities from database table definitions
- Initialization (INZ): Map to Java field initializers or constructors
3. File Operations
Parse and convert RPG file I/O to modern database access:
- File types: Physical files (DISK), logical files (keyed access), display files (WORKSTN), printer files (PRINTER)
- Access methods: Sequential (full read), keyed (direct access by key), arrival sequence
- I/O operations:
- READ/READE β JPA query methods, JDBC ResultSet iteration
- WRITE β JPA persist(), JDBC INSERT
- UPDATE β JPA merge(), JDBC UPDATE
- DELETE β JPA remove(), JDBC DELETE
- CHAIN β JPA findById(), Optional pattern
- SETLL/READE loop β JPA findBy...() queries with ordering
- File status: %EOF (end of file), %FOUND (record found), %ERROR (I/O error) β Java exceptions or Optional
- Transaction boundaries: Identify commit boundaries (COMMIT operation code)
4. Java Migration Strategy
Generate modern Java implementation patterns:
- POJOs: Plain Old Java Objects from D-spec data structures
- JPA Entities: @Entity annotations for database tables (from EXTNAME files)
- Repository pattern: Spring Data JPA repositories for file operations
- Service methods: Business logic from procedures and subroutines
- Bean Validation: @NotNull, @Size, @DecimalMin/Max from RPG field validations
- Exception handling: Convert %ERROR patterns to try-catch blocks with custom exceptions
- Collections: Java Collections API (List, Map, Set) from RPG arrays and data structures
- DTOs: Data Transfer Objects for service boundaries
- Transaction management: @Transactional annotations for commit boundaries
5. Dependency Analysis
Map program relationships and external dependencies:
- Program calls: CALLB (bound procedure calls), CALLP (prototyped procedure calls)
- Service programs: BNDDIR (binding directories), *SRVPGM objects
- File dependencies: All physical/logical files accessed by the program
- Database tables: DB2 for i tables referenced (EXTNAME)
- /COPY members: Include files, copy source members, prototypes
- Call chains: Identify calling programs and called programs
- Shared data areas: *DTAARA usage
- Message queues: QMHSNDPM (send program message)
Instructions
Follow these steps to analyze and migrate RPG programs to Java:
Step 1: Locate RPG Source Files
Find RPG source files (.rpg, .rpgle, .RPGLE extensions for RPG III/IV/ILE free-format).
find . -name "*.rpg" -o -name "*.rpgle" -o -name "*.RPGLE"
Step 2: Analyze Program Structure
Extract specifications (H, F, D, C, P), data structures, file definitions, procedures, and dependencies.
Automation: Run scripts/extract-structure.py for automated extraction.
Step 3: Map Data Types
Convert RPG to Java types - CRITICAL: Always use BigDecimal for packed/zoned decimals (never float/double).
| RPG Type | Java Type | Key Notes |
|---|---|---|
nP m (packed) |
BigDecimal |
MUST preserve precision |
nS m (zoned) |
BigDecimal |
Decimal with sign |
A (char) |
String |
Character data |
D/T/Z (date/time) |
LocalDate/LocalTime/LocalDateTime |
Date fields |
N (indicator) |
boolean |
True/False flags |
I (integer) |
int or long |
Binary integer |
DIM(n) (array) |
List<T> or T[] |
Arrays |
Step 4: Convert Code Patterns
Transform RPG operations to Java - key conversions:
- Calculations: EVAL expressions β BigDecimal arithmetic methods
- File I/O: CHAIN β
findById()with Optional, READ β query methods - Arrays: Adjust 1-based (RPG) to 0-based (Java) indexing
- Strings: %SUBST(1-based) β substring(0-based)
- Indicators: *IN01 β named boolean variables
See pseudocode-rpg-rules.md for comprehensive conversion patterns.
Step 5: Generate Java Implementation
Create:
- POJOs from D-spec data structures (
scripts/generate-java-classes.py) - JPA entities for database tables
- Repository interfaces (Spring Data JPA)
- Service methods for business logic
- Exception handling and validation
Step 6: Analyze Dependencies
Map program calls (CALLB/CALLP), file dependencies, /COPY members, service programs.
Automation: Run scripts/analyze-dependencies.sh or .ps1
Step 7: Create Migration Report
Generate documentation with program overview, dependencies, data mappings, Java design, and complexity estimate.
Template: Use assets/migration-report-template.md
Step 8: Validate and Test
Verify: BigDecimal usage, index adjustments, transaction boundaries, error handling, unit tests with AS/400 data samples.
Quick Reference
Critical Migration Rules
- ALWAYS use BigDecimal for RPG packed (P) and zoned (S) decimals - never float/double
- Adjust indexing: RPG uses 1-based arrays/strings, Java uses 0-based
- Replace indicators: Convert IN01-IN99 to descriptive boolean variables
- File operations: CHAIN β findById(), READ β query methods with Optional
- String functions: %SUBST(1:10) β substring(0, 10) - adjust positions
- Date operations: RPG date functions β LocalDate/LocalTime API
- Transactions: Identify COMMIT operations β @Transactional annotations
- Error handling: %ERROR/%STATUS β try-catch with custom exceptions
Example: Data Structure to Java Class
RPG D-spec:
D Employee DS
D EmpId 6 0
D EmpName 30 A
D Salary 63 2P
Java POJO:
public class Employee {
private int empId;
private String empName;
private BigDecimal salary; // 6 digits, 2 decimals
// getters/setters
}
Example: File Operation Conversion
RPG CHAIN:
C custId CHAIN CUSTFILE
C IF %FOUND(CUSTFILE)
Java with JPA:
customerRepository.findById(custId).ifPresent(customer -> {
// process customer
});
// Service usage
public class CustomerService {
@Autowired
private CustomerRepository customerRepository;
public Optional<Customer> findCustomer(Integer custId) {
return customerRepository.findById(custId);
}
}
Edge Cases
Case 1: Packed Decimal Precision
Problem: Using double/float causes precision errors. Solution: Always use BigDecimal from String literals: new BigDecimal("123.45")
Case 2: Array Index Shift
Problem: RPG 1-based, Java 0-based. Solution: Adjust all array/string index references. Test thoroughly.
Case 3: External Data Structures
Problem: EXTNAME without DDL source. Solution: Use DSPFFD command, query DB2 SYSTABLES/SYSCOLUMNS, or create entities from runtime data.
Case 4: Legacy Indicators
Problem: IN01-IN99 for control flow. Solution: Replace with descriptive booleans: boolean invalidAmount = false;
Case 5: Date Century Handling
Problem: 2-digit years (Y2K). Solution: Use 4-digit LocalDate, apply century window logic, document assumptions.
Guidelines
- BigDecimal mandatory: Never float/double for packed/zoned decimals
- Named booleans: Replace *IN01-99 with descriptive names
- Database access: Map file I/O to JPA/JDBC operations
- JPA entities: Create from EXTNAME physical file definitions
- Exception handling: Convert %ERROR/%FOUND to exceptions/Optional
- Test with AS/400 data: Validate with actual legacy system data
- Transactions: Identify COMMIT operations β @Transactional
- Document rules: Extract and document implicit business logic
- Character encoding: Verify EBCDIC β Unicode conversions
- Batch processing: Convert batch jobs to Spring Batch framework
Error Handling
Type 1: File I/O Errors
Detection: %ERROR or %STATUS checks. Handling: Use try-catch with custom exceptions (CustomerNotFoundException, DataAccessException)
Type 2: Arithmetic Overflow
Detection: Insufficient field size. Handling: BigDecimal with appropriate scale/precision, catch ArithmeticException
Type 3: Missing Dependencies
Detection: Missing /COPY members. Handling: Track all includes, create shared interfaces, use Maven/Gradle dependencies
Additional Resources
See detailed documentation in the references/ directory:
RPG Translation Rules (Organized by Topic)
The RPG translation rules are organized into focused, topic-specific files for easier navigation:
- pseudocode-rpg-rules.md - Master index with quick start guide and file navigation
- pseudocode-rpg-core-rules.md - Foundation: specs, data types, basic operations, file I/O
- pseudocode-rpg-functions.md - Built-in functions (BIFs): string, date/time, math, array functions
- pseudocode-rpg-data-structures.md - Data structure patterns: QUALIFIED, LIKEDS, OVERLAY, I/O specs
- pseudocode-rpg-patterns.md - Common idioms, translation patterns, pitfalls, critical rules
- pseudocode-rpg-advanced.md - ILE RPG, embedded SQL, web services, IFS, XML/JSON, threading
- pseudocode-rpg-migration-guide.md - Migration workflow, best practices, refactoring strategies
Other Reference Documentation
- pseudocode-common-rules.md - General pseudocode syntax and conventions
- testing-strategy.md - Testing approach for RPG to Java migration validation
- transaction-handling.md - AS/400 transaction patterns to Java transaction management
- performance-patterns.md - Performance optimization patterns for migrated code
- messaging-integration.md - Message queue and integration patterns for IBM i systems
Scripts
Python and shell scripts for automated analysis in scripts/:
analyze-dependencies.sh/ps1- Scans RPG source for CALLB, CALLP, /COPY; generates dependency graphextract-structure.py- Parses RPG specs (H, F, D, C, P); outputs structured JSONgenerate-java-classes.py- Creates Java POJOs from RPG data structures with proper typesestimate-complexity.py- Calculates migration complexity score and effort estimate
Templates
- migration-report-template.md - Standard format for migration analysis reports
- java-class-template.java - Template for generated Java classes
analyze-dependencies.sh / .ps1
- Scans RPG source files for CALLB, CALLP, /COPY references
- Generates dependency graph in JSON format
- Identifies circular dependencies
Usage:
./scripts/analyze-dependencies.sh /path/to/rpg/source
extract-structure.py
- Extracts program structure (H/F/D/C/P specs)
- Lists all variables, data structures, files
- Identifies subroutines and procedures
- Outputs JSON structure file
Usage:
python scripts/extract-structure.py PROGRAM.rpgle --output structure.json
generate-java-classes.py
- Generates Java POJO classes from RPG data structures
- Creates proper field types (BigDecimal for packed decimals)
- Adds getters, setters, constructors
- Generates Bean Validation annotations
Usage:
python scripts/generate-java-classes.py structure.json --output-dir ./src/main/java
estimate-complexity.py
- Calculates migration complexity score
- Analyzes LOC, dependencies, file operations
- Provides effort estimate (hours/days)
- Generates priority ranking
Usage:
python scripts/estimate-complexity.py structure.json --report complexity-report.md
Templates
Use the migration report template for consistent documentation:
- migration-report-template.md - Standard format for migration analysis reports
- java-class-template.java - Template for generated Java classes with proper structure
Integration with Development Tools
This skill integrates with various development and analysis tools:
IBM i / AS/400 Tools
- Source Entry Utility (SEU): Extract source code from AS/400
- Programming Development Manager (PDM): Access member lists and source files
- WRKMBRPDM: Work with source members
- DSPFFD: Display file field descriptions for database structure analysis
- DSPPGMREF: Display program references and dependencies
Database Tools
- DB2 for i: Query system catalogs (SYSTABLES, SYSCOLUMNS) for metadata
- IBM Data Studio: Visual database design and SQL development
- DBeaver: Universal database tool with DB2 support
Modern Development Environment
- IntelliJ IDEA: Java development with Spring Boot support
- Eclipse: Java IDE with JPA tooling
- VS Code: Lightweight editor with Java extensions
- Git: Version control for both legacy source and new Java code
Migration Support Tools
- Spring Initializr: Bootstrap Spring Boot projects
- JPA Buddy: IntelliJ plugin for JPA entity generation
- Liquibase/Flyway: Database migration version control
- Maven/Gradle: Build automation and dependency management
Testing and Validation
- JUnit 5: Unit testing framework
- Spring Boot Test: Integration testing support
- Mockito: Mocking framework for unit tests
- TestContainers: Database integration testing with containers
# Supported AI Coding Agents
This skill is compatible with the SKILL.md standard and works with all major AI coding agents:
Learn more about the SKILL.md standard and how to use these skills with your preferred AI coding agent.