What is VibeOps by Unibrix?

VibeOps is a Unibrix engineering setup sprint that adds architecture guardrails, agent rules (AGENTS.md, CLAUDE.md, .cursor/rules), review workflow, and maintainability docs to AI-coded MVPs. It is built for founders using Cursor, Claude Code, Codex, and OpenCode.

Early-stage founders, technical founders, and founder-CTOs building MVPs with AI coding agents who want to keep shipping fast without creating an unmaintainable codebase.

How is VibeOps different from prompt packs or .cursorrules templates?

Prompt packs are generic and copyable. VibeOps is customized to a real repo, real stack, real database, and real shipping workflow. It includes a codebase audit and concrete architecture guardrails — not just a rules file.

Will VibeOps slow down my AI coding agent?

No. The opposite. Coding agents produce more consistent and correct output when given project-specific context (AGENTS.md, CLAUDE.md, architecture docs). VibeOps preserves vibe-coding speed while improving output quality.

Does VibeOps work with Cursor, Claude Code, Codex, and OpenCode?

Yes. VibeOps targets local and IDE-based coding agents and installs the relevant context files for each (.cursor/rules for Cursor, CLAUDE.md for Claude Code, AGENTS.md as a shared cross-tool standard, plus architecture and database docs).

Will VibeOps rewrite my code?

No. VibeOps preserves the working MVP. It adds the engineering system — docs, rules, structure, workflow — around the existing code so future changes are safer and cheaper.

Do I need to be technical to use VibeOps?

No. VibeOps is built for founders who code with AI agents but may not have a deep engineering background. The audit, docs, and workflow are designed to be founder-friendly.

What does a Setup Sprint include?

An audit of the repo, custom-installed agent rules and architecture docs, a database guardrail review, a definition-of-done, a review and shipping workflow, and a founder call to walk through everything.

How long does a Setup Sprint take?

Typically days, not weeks. The exact timeline depends on repo size and complexity.

How do I get started?

Request early access on https://vibeops.unibrix.com/. Unibrix is starting with a small number of founder codebase audits.

AI codebase audit · agent rules · architecture guardrails

Keep vibe coding.
Stop shipping chaos.

VibeOps gives founders using Cursor, Claude Code, Codex, and OpenCode a maintainable engineering system before their MVP turns into technical debt.

Request early access See the system

CursorClaude CodeCodexOpenCode

vibeops audit

Scanning repo context…

✓ Agent instructions detected

▲ 4 architecture risks found

✓ Database guardrails generated

✓ Definition of Done installed

82readiness

AGENTS.md
project-specific rules

Architecture map
human + agent readable

For founders who can ship with AI — but still need a codebase real engineers can support.

The new technical debt

AI can build features. It does not automatically build architecture.

Agents invent patterns

Every task creates a slightly different structure, naming convention, error pattern, or database idea.

MVP works, then freezes

The demo is fast. The second month is scary because nobody knows what will break.

Handoff gets expensive

Developers see unclear architecture and quote a rewrite instead of continuing the product.

What VibeOps installs

An operating system for AI-assisted engineering.

Not a generic prompt pack. A repo-specific setup that tells agents how this product should be built, reviewed, and maintained.

AI Codebase Audit

Architecture, database, security, testing, deployment, and maintainability risks.

Agent Rules

AGENTS.md, CLAUDE.md, .cursor/rules, OpenCode guidance.

Architecture Guardrails

Boundaries for APIs, services, auth, data models, logs, and errors.

Shipping Workflow

Plan → prompt → implement → test → review → release.

Human Handoff

Docs that make the codebase easier for Unibrix or another team to support.

repo / docs / agent-context

Installed kitAGENTS.mdCLAUDE.md.cursor/rulesdocs/architecture.mddocs/database.mddefinition-of-done.md

Rule

Before adding a feature, inspect existing architecture and reuse current patterns.

Agents get constraints, not just vibes. Humans get a codebase they can reason about.

Codebase readiness

+32% after setup sprint

How it works

Small sprint. Practical output.

Send context

Tell us what you are building, the stack, and which AI coding tools you use.

Audit the repo

We identify risky patterns, missing docs, fragile database choices, and workflow gaps.

Install guardrails

We add rules, docs, checklists, and a repeatable AI-assisted development workflow.

Ship cleaner

Your agent keeps moving fast — but with constraints humans can support later.

Positioning

More useful than prompts. Faster than hiring a team.

Prompt pack

Generic. Copyable. Does not know your repo, database, product, or constraints.

VibeOps

Customized architecture rules, agent context, audit findings, and workflow for your actual MVP.

Dev team

Powerful, but slower and more expensive before you know whether the product is ready.

Use it when

Your MVP works — but you are not sure it survives real users.

You built with AI and need a technical sanity check.

Your agent keeps rewriting instead of extending.

You are about to onboard users, investors, or contractors.

You want Unibrix to support the product without a rewrite.

FAQ

Direct answers for founders and AI search.

What is VibeOps?

VibeOps is an AI codebase audit and setup sprint by Unibrix. It adds agent instructions, architecture docs, database rules, testing expectations, and review workflow to AI-coded MVPs.

Is this only for Cursor?

No. It supports Cursor, Claude Code, Codex, OpenCode, and similar local or terminal-based coding agents.

How is this different from a rules pack?

Rules packs are generic. VibeOps is customized to your stack, repo, product, database, deployment, and team handoff needs.

Do you need repo access?

For a deep audit, yes. For early validation, a stack description and call is enough.

Is it SaaS or service?

The first version is a productized Unibrix service. MCP/CLI tooling can come later after repeated patterns are validated.

Early access

Get the AI Codebase Readiness Checklist.

Join the list and request a founder-friendly audit for your vibe-coded MVP.

Keep vibe coding.Stop shipping chaos.