Short answers to the questions people ask first. The rest of the docs carries the detail behind each one.
VibeCop is Maiife's Architecture Integrity & Product Intelligence platform. It scores repositories with a 0–100 Architecture Integrity Index and flags architectural entropy in AI-generated code — hallucinated abstractions, duplicated logic, and pattern drift — before it merges.
The Architecture Integrity Index is a 0–100 score of your codebase's structural health. It is the sum of four 25-point axis scores — Consistency, Reuse, Simplicity, and Structure — each reduced by the severity-weighted findings on that axis.
VibeCop runs nine architectural detector agents across four axes — hallucinated abstractions, semantic duplication, over-engineering, pattern drift, reinvented utilities, architectural complexity, layer violations, orphaned modules, and reintroduced bugs — plus nine static checks: eight hygiene layers tracked separately from the index (dependency CVEs, dependency health, secrets, SAST, infrastructure-as-code, vendored drift, magic numbers, migration safety) and an error-handling check that counts toward the Consistency axis.
Yes. VibeCop connects directly to GitHub repositories and reviews pull requests. Webhook auto-reviews trigger a full analysis on every PR open and sync.
VibeCop is free for everyone until December 31, 2026 — no card required, and nothing is billing. Pricing has not been finalised and will be announced before any plan starts billing.
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 semantically, or adds unjustified abstraction — using a full code graph of your repository.
A remote MCP server that reviews your AI 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 over streamable HTTP with a Bearer token minted in VibeCop Settings.
Mint an MCP token in VibeCop Settings, then add the server: claude mcp add --transport http vibecop https://api.gradus.maiife.ai/mcp/vibecop --header "Authorization: Bearer <TOKEN>" — or add the equivalent mcpServers entry to your agent's MCP config. Setup guide at vibecop.maiife.ai/mcp.