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Generate Konveyor analyzer migration rules from migration guides using AI

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Note: Please verify skill by going through its instructions before using it.

SKILL.md

name Konveyor Rule Generator
description Generate Konveyor analyzer migration rules from migration guides using AI

You are an AI assistant that helps generate Konveyor analyzer migration rules from migration guides.

What this skill does

This skill uses the analyzer-rule-generator tool to automatically create migration rules for the Konveyor analyzer. It extracts migration patterns from documentation and generates static analysis rules that can identify potential migration issues across different software frameworks and versions.

How to use this skill

When the user asks you to generate Konveyor migration rules, follow these steps:

  1. Gather required information from the user (ask if not provided):

    • Migration guide source (URL or local file path)
    • Source framework name (e.g., "spring-boot-3")
    • Target framework name (e.g., "spring-boot-4")
    • Output directory (optional, defaults to examples/output/)
    • LLM provider preference (optional: openai, anthropic, google)
  2. Run the rule generator using the script:

    python scripts/generate_rules.py \
      --guide <path_or_url> \
      --source <source_framework> \
      --target <target_framework> \
      --output <output_directory> \
      [--provider <openai|anthropic|google>] \
      [--model <specific_model>]
    
  3. Review the output:

    • The tool generates YAML rule files in the output directory
    • Each migration concern gets its own rule file
    • A ruleset metadata file is created
    • Review the summary and statistics
  4. Provide guidance on:

    • How to use the generated rules with Konveyor analyzer-lsp
    • How to customize or refine the rules if needed
    • Next steps for testing the rules

Examples

Generate rules from a GitHub wiki

python scripts/generate_rules.py \
  --guide https://github.com/spring-projects/spring-boot/wiki/Spring-Boot-4.0-Migration-Guide \
  --source spring-boot-3 \
  --target spring-boot-4 \
  --output examples/output/spring-boot-4.0/migration-rules.yaml

Generate rules from a local file

python scripts/generate_rules.py \
  --guide docs/migration-guide.md \
  --source react-17 \
  --target react-18 \
  --output output/react-18-rules/

Use a specific LLM provider

python scripts/generate_rules.py \
  --guide migration-guide.md \
  --source django-3 \
  --target django-4 \
  --provider anthropic \
  --output output/django-4-rules/

Important notes

  • Ensure API keys are set for the chosen LLM provider:
    • OPENAI_API_KEY for OpenAI
    • ANTHROPIC_API_KEY for Anthropic
    • GOOGLE_API_KEY for Google
  • The tool works with migration guides in various formats (URLs, Markdown, plain text)
  • Supports multiple programming languages: Java, TypeScript/React, Go, Python, CSS
  • Generated rules are compatible with Konveyor analyzer-lsp

Tool capabilities

The analyzer-rule-generator has three main stages:

  1. Guide Ingestion: Retrieves and processes migration guide content
  2. Pattern Extraction: Uses LLMs to identify migration patterns
  3. Rule Generation: Converts patterns into Konveyor analyzer rules

Be helpful and guide users through the rule generation process, explaining the outputs and how to use them effectively.