VibeCop · a Maiife product
Drift becomes doctrine, catch it before it compounds.
VibeCop is Architecture Integrity & Product Intelligence for AI-assisted codebases. Every repository gets a 0–100 Architecture Integrity Index; every pull request is reviewed for architectural entropy — pattern drift, semantic duplication, hallucinated abstractions — before it merges.
Plan Review MCP works with Claude Code · Cursor · Codex · any MCP-capable agent
Works with
One source of truth. Every surface your team already uses.
Security & trust
Privacy-first. Enterprise-ready when you need it.
Defaults already pass review. Deeper governance lives on Enterprise — opt-in, same platform.
Content encrypted at rest
Ask-bar messages, knowledge-base documents and code-translation bodies use AES-256-GCM. Writes fail closed — with no key we refuse to store rather than store in the clear.
Data stays in Singapore
All data is stored in ap-southeast-1. Per-workspace region selection is not offered today.
Audit trail on governance changes
Policy, vendor, kill-switch and approval changes are recorded with before/after state and exportable to CSV.
Individual insights are private by default
A lead sees a member's metrics de-identified until that member opts in, per team.
Work-account sign-in
Google Workspace and GitHub today. Microsoft Entra ID and SAML are in progress for enterprise.
Policy-checked before the model
Every gateway request is authenticated, and proxied completions pass kill-switch, model-access, content-filter, budget, rate-limit and data-routing checks before reaching a vendor.
FAQ
VibeCop, explained.
What is VibeCop?
VibeCop is Maiife's Architecture Integrity & Product Intelligence platform. It reviews AI-generated code for architectural entropy — hallucinated abstractions, semantic duplication, pattern drift — and scores every repository with a 0–100 Architecture Integrity Index, so structural problems surface while they are still cheap to fix.
What is the Architecture Integrity Index?
The Architecture Integrity Index is a 0–100 score of a codebase's structural health, computed as 100 minus entropy impact. It weighs four axes: Pattern Coherence, Knowledge Reuse, Abstraction Discipline, and Architectural Complexity.
What does VibeCop detect?
VibeCop runs ten architectural detector agents across four axes — hallucinated abstractions, semantic duplication, over-engineering, pattern drift, reinvented utilities, architectural complexity, dependency health, layer violations, orphaned modules, and reintroduced bugs — plus six static hygiene layers (dependency CVEs, secrets, SAST, infrastructure-as-code, vendored drift, magic numbers) tracked separately from the index.
Can VibeCop review my AI agent's plan before code is written?
Yes. The VibeCop Plan Review MCP is a remote MCP server that checks an AI coding agent's implementation plan against your codebase's conventions before any code is written. It works with Claude Code, Cursor, Codex, and any MCP-capable agent.
Does VibeCop work with GitHub?
Yes. VibeCop connects to GitHub repositories and reviews pull requests automatically. Webhook-triggered auto-reviews on every PR are available on paid plans.
How is VibeCop different from a linter?
Linters check line-level style and syntax. VibeCop analyzes architecture-level entropy — whether new code drifts from your team's established patterns, duplicates existing logic, or adds unjustified abstraction — using a full code graph of the repository.
Get in Touch
Your AI infrastructure needs a control plane.
Whether you're exploring our open source toolkit or ready for the full platform — we'd love to hear from you.