ReDSL — Refactor + DSL + Self-Learning. LLM-powered autonomous code refactoring.
Project description
ReDSL
Refactor + DSL + Self-Learning — autonomous code refactoring with LLM, memory, and DSL.
ReDSL is a code refactoring system that combines static analysis, DSL rules, and LLM intelligence to automatically improve Python code quality.
Features
- 🔍 Static Analysis - Integration with popular linters and metrics tools
- 🧠 LLM with Reflection - Generate refactoring proposals with self-reflection loop
- ⚡ Hybrid Engine - Direct refactorings for simple changes, LLM for complex ones
- 📊 DSL Engine - Define refactoring rules in readable YAML format
- 💾 Memory System - Learn from refactoring history
- 🚀 Scalability - Process multiple projects simultaneously
Installation
pip install redsl
Quick Start
Basic CLI Usage
# Refactor a single project
redsl refactor ./my-project --max-actions 5 --dry-run
# Refactor without dry run
redsl refactor ./my-project --max-actions 10
Batch Processing
# Process semcod projects with LLM
redsl batch semcod /path/to/semcod --max-actions 10
# Hybrid refactoring (no LLM) for semcod projects
redsl batch hybrid /path/to/semcod --max-changes 30
Debugging
# Check configuration
redsl debug config --show-env
# View DSL decisions for a project
redsl debug decisions ./my-project --limit 20
Available Refactoring Actions
Simple Actions (no LLM)
REMOVE_UNUSED_IMPORTS- Remove unused importsFIX_MODULE_EXECUTION_BLOCK- Fix module execution blocksEXTRACT_CONSTANTS- Extract magic numbers to constantsADD_RETURN_TYPES- Add return type annotations
Complex Actions (with LLM)
EXTRACT_FUNCTIONS- Extract high-complexity functionsSPLIT_MODULE- Split large modulesREDUCE_COMPLEXITY- Reduce cyclomatic complexity
Architecture
┌─────────────────────────────────────────────────────┐
│ ORCHESTRATOR │
│ (loop: analyze → decide → refactor → reflect) │
├─────────────┬──────────────┬────────────────────────┤
│ ANALYZER │ DSL ENGINE │ REFACTOR ENGINE │
│ ─ toon.yaml│ ─ rules │ ─ patch generation │
│ ─ linters │ ─ scoring │ ─ validation │
│ ─ metrics │ ─ planning │ ─ application │
├─────────────┴──────────────┴────────────────────────┤
│ HYBRID REFACTOR ENGINES │
│ ─ DirectRefactorEngine (no LLM) │
│ ─ LLM RefactorEngine (with reflection) │
├─────────────────────────────────────────────────────┤
│ LLM LAYER (LiteLLM) │
│ ─ code generation ─ reflection ─ self-critique │
├─────────────────────────────────────────────────────┤
│ MEMORY SYSTEM │
│ ─ episodic (refactoring history) │
│ ─ semantic (patterns, rules) │
│ ─ procedural (strategies, plans) │
└─────────────────────────────────────────────────────┘
Configuration
Environment variables:
OPENAI_API_KEYorOPENROUTER_API_KEY— API keyREFACTOR_LLM_MODEL— LLM model (e.g.,openrouter/openai/gpt-5.4-mini)REFACTOR_DRY_RUN— test mode (true/false)
Examples
| Directory | Description |
|---|---|
examples/01-basic-analysis/ |
Project analysis from toon.yaml files |
examples/02-custom-rules/ |
Define custom DSL rules |
examples/03-full-pipeline/ |
Full cycle: analyze → decide → refactor → reflect |
examples/04-memory-learning/ |
Memory system: episodic, semantic, procedural |
License
Apache License 2.0
Project details
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