unoplat-code-confluence

unoplat-code-confluence

The goal is to parse,process and ingest codebase/s to form a pluggable knowledge Graph and become the unified code context provider

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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
  7. Credits/Heroes/Supporters/Inspirations
  8. Maintainers
  9. Community Channel
  10. License

๐ŸŽฏ 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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๐ŸŒŸ 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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๐Ÿค 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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๐Ÿ” 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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๐Ÿš€ 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 โœ“ โœ“ โœ“
Java โœ“
TypeScript
Go

Tasks Status

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

Code Grammar

Python

Feature Beta Stable Limitations
Package Parsing โœ“
Package Metadata Parsing - Poetry and PIP and UV โœ“
Inheritance โœ“
Function Parsing โœ“
Class Parsing โœ“
Procedural Code Parsing โœ“
Global Variable Parsing โœ“
Function Call Parsing โœ“ Certain function calls are not detected.
Class Variables/Instance Variables Parsing โœ“ Not available per class/procedure. But available per function across functions.
Function Local Variable Parsing โœ“
Function Return Type Parsing โœ“ Return type is not captured properly.
Figuring out dependent internal classes โœ“
Import Segregation โœ“ 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 โœ“ Circular dependencies/recursion will not work as topological sort is used.
Nested Functions โœ“

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]([email protected] / [email protected])
  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: [email protected]
Vipin Shreyas Kumar
Contact: [email protected]

Book a call with us - Cal Link

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Community Channel

Discord
Twitter

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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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