Unoplat-CodeConfluence

The Universal Code Context Engine

Extract, understand, and provide precise code context across repositories tied through domains
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Table of Contents

1. Vision
2. Why Unoplat-CodeConfluence?
3. For Knowledge Engine and AI Coding Assistants
4. OSS Atlas Initiative
5. Getting Started
6. Project Status
   • Programming Language Support
   • Tasks Status
   • Code Grammar
7. Credits/Heroes/Supporters/Inspirations
8. Maintainers
9. Community Channel
10. License

🎯 Vision

Unoplat-CodeConfluence aims to be the definitive solution for extracting, understanding, and providing precise code context across repositories and domains. By combining deterministic code grammar with state-of-the-art LLM pipelines, we achieve human-like understanding of codebases in minutes rather than months. Our graph-based architecture ensures relationships and context are preserved at every level.

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🌟 Why Unoplat-CodeConfluence?

• Deterministic Understanding: Built on ArchGuard and Tree-sitter for reliable, language-agnostic code parsing
• Smart Summarization: Bottom-up code analysis from functions to entire codebases, preserving context at every level
• Graph based Embedding: Embed codebases' functions using SOTA embeddings to enable semantic search and retrieval
• Enhanced Onboarding: Intuitive, interconnected documentation helps new team members understand complex codebases quickly
• Graph-Based Intelligence: Query and explore codebases through natural, graphical relationships between components
• Deep Dependency Insights: Comprehensive parsing of package managers as well as any other related metadata reveals true project structure and relationships
• Integration Ready: Designed to work seamlessly with your existing development tools and workflows

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🤝 For Knowledge Engine and AI Coding Assistants

Unoplat-CodeConfluence will provide:

• Precise Context API: Get reliable, deterministic code understanding through:
  • Bottom-up code summarization from functions to systems
  • Graph-based querying on SOTA embeddings with deterministic code grammar for natural code exploration
  • Deep package and dependency analysis

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🔍 OSS Atlas Initiative

Our UnoplatOssAtlas project is designed to dramatically accelerate contributor onboarding and productivity in open-source projects. By providing deep, contextual understanding of popular repositories, we will help developers in the following:

• Accelerate Onboarding: Understand complex codebases in minutes instead of months
• Boost Contribution Velocity: Make meaningful contributions faster with deep contextual insights
• Navigate Complex Systems: Easily understand dependencies, patterns, and architectural decisions
• Learn Best Practices: Study and adopt patterns from well-established open-source projects

This initiative demonstrates our commitment to:

• Empowering the open-source ecosystem by reducing barriers to contribution
• Showcasing practical applications of our context extraction capabilities
• Supporting sustainable open-source development through better understanding and reducing time to value for oss projects

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🚀 Getting Started

Ready to enhance your development workflow?

Check out our Quick Start Guide.

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Project Status

ALPHA

Programming Language Support

Language	In-POC	Alpha	Beta	Stable
Python	✓	✓	✓
Java	✓
TypeScript
Go

Tasks Status

Task	Research	POC	Released
Code Grammar	✓	✓	✓
Integration With Workflow Orchestrator	✓	✓	✓
Data Modelling for Code Grammar	✓	✓	✓
Insertion into Graph Database	✓	✓	✓
Data Modelling for Code Summarisation	✓	✓
SOTA LLM Pipelines For Code Grammar Summarisation/Reports	✓	✓
SOTA Embeddings on Codebase Functions	✓
Automatic Documentation	✓
GraphRag based Query Module
SDK for integration

Code Grammar

Python

Feature	Beta	Stable	Limitations
Package Parsing	✓
Package Metadata Parsing - Poetry and PIP and UV	✓
Inheritance	✓
Function Parsing	✓
Class Parsing	✓
Procedural Code Parsing	✓
Global Variable Parsing	✓
Function Call Parsing	✓		Certain function calls are not detected.
Class Variables/Instance Variables Parsing	✓		Not available per class/procedure. But available per function across functions.
Function Local Variable Parsing	✓
Function Return Type Parsing	✓		Return type is not captured properly.
Figuring out dependent internal classes	✓
Import Segregation	✓		Currently only identifies internal procedures, classes, and others as unknown. External imports with links to dependencies in package manager metadata coming soon.
Sorting functions within a class/procedure based on dependency	✓		Circular dependencies/recursion will not work as topological sort is used.
Nested Functions	✓

Note: For detailed limitations and resolutions that we are working towards refer to Limitations_Resolutions.md

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Credits/heroes/supporters/Inspirations

These are the people/entities because of which this work has been possible.
Unoplat code confluence would not exist without them.

1. Phodal from Chapi and ArcGuard
2. [Ishaan & Krrish from Litellm](ishaan@berri.ai / krrish@berri.ai)
3. Omar Khattab
4. Joao Moura from crewai
5. Vipin Shreyas Kumar
6. Danswer
7. Continue
8. Apeksha
9. Jeremy Howard
10. Temporal
11. Neo4j
12. FastApi

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Maintainers

Jay Ghiya Contact: jayghiya@unoplat.co.in

Vipin Shreyas Kumar Contact: vipinshreyaskumar@unoplat.co.in

Book a call with us - Cal Link

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Community Channel

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License

Unoplat-CodeConfluence is licensed under the GNU Affero General Public License v3.0 (AGPL-3.0). This strong copyleft license ensures that derivatives of this software remain open source and under the same license.

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