Why we built this
We build what we need. Code Confluence is open source because we believe the context layer for AI-assisted development should be transparent, auditable, and owned by the developers who rely on it.
Your AI agent forgets everything between conversations. We fixed that.
Open Source Roots. Trusted AI Outcomes
Where we're headed
From codebase understanding to full development lifecycle
Code Confluence starts with architectural context, but the vision is much bigger.
Repository Blueprints, Built on Facts
Deterministic parsing produces structured facts about your codebase — APIs, dependencies, domain models, workflows — the same foundation that powers interactive wikis and repository blueprints, but built on parsed reality instead of probabilistic generation. Accurate by construction. Trustworthy from the first line.
Sandbox Validated Workflows
Coming next. Validated Development Workflows through sandbox for Python and typescript.
Automatic Skill Discovery and Installation
Coming next. Add Skills registries and find most relevant skills to improve context further.
I kept watching AI agents rediscover the same architecture, the same dependencies, the same domain concepts — conversation after conversation. The probabilistic path will always hallucinate at the edges. The deterministic path gives you facts. That is the bet we are making.
Jay
Founder, Unoplat
The context layer for AI-assisted development is open source.
Code Confluence is open source, fully self-hostable, and built in public. Star the repo, open an issue, or submit a pull request — every contribution shapes the future of deterministic AI context.