Your AI agent forgets everything between conversations. We fixed that.

Open Source Roots. Trusted AI Outcomes

Why we built this

We were the users. We kept watching our AI agents start from scratch every conversation — rediscovering the same architecture, the same dependencies, the same domain concepts. We lived the frustration firsthand.

Instead of accepting the status quo, we asked a different question. What if we could give every agent perfect memory from day one? Not through probabilistic guessing, but through deterministic facts parsed straight from the source code. That question became Code Confluence.

We are founders who 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.

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 Dev Workflows

Coming next. Makefile-driven sandbox environments and deployment workflows that let AI agents not only understand your code but safely build, test, and iterate on it in isolated environments.

Automatic Skill Discovery and Installation

Coming next. Add Skills registries and install most relevant skill to improve context further by 3x.

Our team

A founder-led open-source team building the deterministic context layer for AI-assisted development.

  • Jay

    Jay

    Founder & Builder

  • Apexa

    Apexa

    Design and Product

  • Vipin

    Vipin

    Product Advisory

  • Milind

    Milind

    Tech and Infrastructure Advisory

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

Jay

Founder, Unoplat

The context layer for AI-assisted development is open source.

Code Confluence is MIT-licensed, 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.

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