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@codegen-sh codegen-sh bot commented Sep 16, 2025

Framework Analysis for Wave-Based Codegen Interface

🎯 Overview

This PR provides a comprehensive analysis of 7 orchestrator frameworks to determine the optimal architecture for building a Wave-based Codegen interface with full project management, CI/CD visualization, and multi-agent orchestration capabilities.

📊 Analysis Results

Frameworks Analyzed

  • ROMA - Hierarchical meta-agent orchestrator (Score: 8.5/10)
  • AWorld - Multi-agent training platform (Score: 8/10)
  • Auditor - AI-centric code analysis tool (Score: 8/10)
  • parlant - Production agent framework (Score: 7.5/10)
  • OxyGent - Multi-agent collaboration framework (Score: 7/10)
  • code-scan-agent - Specialized code scanner (Score: 6/10)
  • code-review-mas - Multi-agent review system (Score: 6.5/10)

🏆 Recommended Architecture

Hybrid Multi-Framework Approach:

  1. Primary Orchestrator: ROMA for complex multi-agent coordination
  2. Quality Gates: Auditor for code analysis and validation
  3. User Interface: parlant for customer-facing interactions
  4. Support Tools: Specialized agents for specific tasks

📁 Files Added

  • analysis/comparison_matrix.md - Detailed framework comparison across 7 dimensions
  • analysis/framework_reports/ROMA_analysis.md - In-depth ROMA framework analysis
  • analysis/final_report/executive_summary.md - Complete implementation roadmap and recommendations

🚀 Key Benefits

Comprehensive Coverage - Each framework optimized for its use case
Wave Compatible - All components support real-time updates
Production Ready - Combines mature, tested frameworks
Scalable Architecture - Can grow from simple to complex workflows
Clear Roadmap - 16-week implementation plan with resource requirements

🎯 Next Steps

  1. Review and approve the recommended hybrid architecture
  2. Allocate development resources (4-person team recommended)
  3. Begin Phase 1: ROMA setup and Wave integration
  4. Implement quality gates with Auditor integration

📋 Implementation Timeline

  • MVP: 8-12 weeks
  • Production Ready: 16-20 weeks
  • Full Feature Set: 24-28 weeks

This analysis provides the foundation for building a world-class Wave-based Codegen interface that can handle complex project management, CI/CD workflows, and multi-agent orchestration at scale.


💻 View my work • 👤 Initiated by @ZeeeepaAbout Codegen
⛔ Remove Codegen from PR🚫 Ban action checks

Description by Korbit AI

What change is being made?

Add comprehensive framework analysis documentation, including a comparison matrix, executive summaries, and a ROMA-specific analysis report to inform the Wave-based Codegen interface design.

Why are these changes being made?

Provide a structured, cross-framework evaluation to guide architecture decisions and support a hybrid approach for Wave-based Codegen integration; surface rationale and potential tradeoffs for readers and stakeholders.

Is this description stale? Ask me to generate a new description by commenting /korbit-generate-pr-description

Zeeeepa and others added 26 commits September 3, 2025 14:52
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d
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- Cloned graph-sitter repository and integrated core modules
- Added codemods and gsbuild folders to SDK structure
- Moved integrated SDK to src/codegen/sdk/
- Updated all internal imports from graph_sitter to codegen.sdk
- Removed type ignore comments from exports.py
- SDK now provides Codebase and Function classes as expected

Co-authored-by: Zeeeepa <[email protected]>
🚀 Major Integration Achievement:
- Successfully integrated 640+ SDK files from graph-sitter repository
- Created unified dual-package system (codegen + SDK)
- Achieved 95.8% test success rate (23/24 tests passed)
- 100% demo success rate (5/5 demos passed)

📦 Package Configuration:
- Updated pyproject.toml with comprehensive dependencies
- Added SDK-specific dependencies and tree-sitter language parsers
- Configured optional dependencies for SDK, AI, and visualization features
- Added build system configuration for Cython compilation

🔧 SDK Integration:
- Created main SDK __init__.py with proper exports and lazy loading
- Implemented SDK configuration class
- Added CLI entry points for SDK functionality
- Created fallback implementations for compiled modules

🏗️ Build System:
- Added build hooks for Cython compilation
- Configured tree-sitter parser builds
- Set up proper file inclusion/exclusion rules
- Added support for both packages in build configuration

🧪 Testing Infrastructure:
- Created comprehensive test.py script
- Tests both codegen agent and SDK functionality
- Validates system-wide accessibility
- Checks all dependencies and imports

✅ Test Results:
- 23/24 tests passed (95.8% success rate)
- Only failing test is Agent instantiation (expected - requires token)
- All core SDK functionality working
- CLI entry points properly installed

🖥️ CLI Integration:
- Added multiple entry points:
  - codegen-sdk
  - gs
  - graph-sitter
- Implemented commands:
  - version
  - analyze
  - parse
  - config-cmd
  - test

📋 Dependencies Resolved:
- Core dependencies:
  - tree-sitter and language parsers
  - rustworkx and networkx
  - plotly and visualization tools
  - dicttoxml and xmltodict
  - dataclasses-json
  - tabulate

🎯 Key Achievements:
- Package successfully installs with pip install -e .
- Both codegen and SDK components accessible system-wide
- CLI commands working properly
- Core functionality validated through tests
- Build system configured for both packages

Co-authored-by: Zeeeepa <[email protected]>
🔧 Type Checker Fixes:
- Added proper exports to src/codegen/sdk/core/__init__.py
- Removed need for type: ignore[import-untyped] comments
- Ensured type checker can discover SDK modules properly

✅ Validation Results:
- mypy --strict finds no issues in exports.py
- All imports work without type: ignore comments
- Type annotations properly discovered
- Module structure is type-checker compliant

🧪 Testing:
- Created type_check_test.py for validation
- 3/3 type checker tests pass
- Verified both direct and indirect imports work
- Confirmed core module exports function correctly

Co-authored-by: Zeeeepa <[email protected]>
🔧 Code Quality Improvements:
- Fixed docstring formatting in src/codegen/sdk/core/__init__.py
- Applied ruff --fix to resolve D212 docstring style issue
- Ensured all linting checks pass

✅ Validation Status:
- All ruff checks pass
- MyPy --strict validation passes
- 23/24 integration tests pass (95.8%)
- 5/5 demo tests pass (100%)
- All quality gates met

Co-authored-by: Zeeeepa <[email protected]>
…r-integration-1757091687

🚀 Complete Graph-Sitter SDK Integration with Dual-Package Deployment
a
a
aa
- Analyzed 7 orchestrator frameworks (ROMA, AWorld, Auditor, parlant, OxyGent, code-scan-agent, code-review-mas)
- Created detailed comparison matrix with scoring across 7 dimensions
- Recommended hybrid architecture using ROMA as primary orchestrator
- Provided implementation roadmap with 4-phase approach
- Included resource requirements and risk assessment

Co-authored-by: Zeeeepa <[email protected]>
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