Vision
Ship features atleast 2x faster with better quality by upgrading your AI coding workflow with complete, always-up-to-date app context.
Our Mission
Unoplat Code Confluence is the context engine for application development, organizing precise, up-to-date knowledge of your data models, entry points, endpoints, and more—so coding agents can deliver and maintain features 2–3x faster with higher quality.
Why Unoplat Code Confluence?
The Problem
AI agents perform well on greenfield projects (new codebases built from scratch) but struggle with existing brownfield codebases (mature, production systems with existing code).
The core problem: they burn most of their context window on exploration—searching files, tracing flows, connecting dots—leaving little capacity for actual implementation. By the time they're ready to code, they've hit the "dumb zone" where performance degrades sharply. And since they lack long-term memory, this cycle repeats with every conversation.
Multi-repo Complexity: The problem compounds with multi-repo architectures. When code is split across connected repositories, the agent exhausts its context just mapping dependencies between codebases—often before writing a single line.
Internal Dependencies: Internal dependencies and niche packages present another failure mode. The agent has no onboarding to proprietary systems, so it hallucinates usage patterns. Worse, when internal documentation has drifted from the actual implementation, the agent trusts those "lies" and produces code that doesn't work.This problem compounds dramatically when working outside the most popular ecosystems (Python and TypeScript/JavaScript).
The end result is the same across all scenarios: slop code requiring heavy rework.
The Solution
Unoplat Code Confluence App Context
AGENTS.md-first Context: Auto-generates machine-readable AGENTS.md files per repo to give coding agents a precise source of truth which covers the following key areas:
Project Configuration
Key config files and their responsibilities
Development Workflow
Dev/build/test commands, infra, and third-party dependencies
Business Logic
Core application logic, domain entities, and database entities
Entry Points & Interfaces
Main entry points, API endpoints, and external interfaces
External Dependencies
Roles and responsibilities of external libraries
Cross-repo Linkage
Connections to related repositories and codebases within the org
Core Principles
Precision First
Extensible Language Support: Modular Tree-sitter based grammar extraction delivers consistent, accurate code context across all programming languages. Extensible Framework-Aware Parsing: Specialized grammar engines recognize framework and library-specific patterns.
Context Engineering
Complete Context Graph: All essential context—internal/external dependencies, inbound/outbound interfaces, domain models, data stores, and service-to-service links—kept fresh via workflow-based ingestion. Selective Context Routing & Hierarchical Decomposition: Route only what matters and break work into scoped steps.
Enterprise-Grade Reliability
Scalable and reliable processing and LLM analysis powered by workflow orchestrator.
Performance as a First-Class Citizen
Optimized algorithms across all aspects of discovery, detection, ingestion and LLM-based insights.
Alpha Disclaimer
We want to be transparent about our current state. While we're deeply committed to our core principles and have invested significant engineering effort to uphold them, Unoplat Code Confluence is currently in alpha. Despite our best intentions and rigorous development practices, there may be areas where we haven't fully achieved these principles yet.
If you encounter any gaps between our stated vision and the current implementation, or if you have suggestions for improvement, please don't hesitate to engage with us:
- Report Issues: GitHub Issues
- Start Discussions: GitHub Discussions
Your feedback is invaluable as we work toward production readiness and helps us prioritize our roadmap to better serve the developer community.
Ready to Get Started?
Check out our Quick Start Guide to begin your journey with Unoplat Code Confluence.